diff --git a/.github/ISSUE_TEMPLATE/bug_report.yml b/.github/ISSUE_TEMPLATE/bug_report.yml
index 3ca04a2bca4..77c028f7fed 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.yml
+++ b/.github/ISSUE_TEMPLATE/bug_report.yml
@@ -58,7 +58,6 @@ body:
     attributes:
       label: AWS Lambda function runtime
       options:
-        - "3.8"
         - "3.9"
         - "3.10"
         - "3.11"
diff --git a/.github/ISSUE_TEMPLATE/static_typing.yml b/.github/ISSUE_TEMPLATE/static_typing.yml
index 35856589a2b..83bfd3dc361 100644
--- a/.github/ISSUE_TEMPLATE/static_typing.yml
+++ b/.github/ISSUE_TEMPLATE/static_typing.yml
@@ -25,7 +25,6 @@ body:
     attributes:
       label: AWS Lambda function runtime
       options:
-        - "3.8"
         - "3.9"
         - "3.10"
         - "3.11"
diff --git a/.github/workflows/layer_govcloud.yml b/.github/workflows/layer_govcloud.yml
index 9d1be514a27..3a98ceca223 100644
--- a/.github/workflows/layer_govcloud.yml
+++ b/.github/workflows/layer_govcloud.yml
@@ -48,7 +48,6 @@ jobs:
     strategy:
       matrix:
         layer:
-          - AWSLambdaPowertoolsPythonV3-python38
           - AWSLambdaPowertoolsPythonV3-python39
           - AWSLambdaPowertoolsPythonV3-python310
           - AWSLambdaPowertoolsPythonV3-python311
@@ -94,7 +93,6 @@ jobs:
     strategy:
       matrix:
         layer:
-          - AWSLambdaPowertoolsPythonV3-python38
           - AWSLambdaPowertoolsPythonV3-python39
           - AWSLambdaPowertoolsPythonV3-python310
           - AWSLambdaPowertoolsPythonV3-python311
@@ -163,7 +161,6 @@ jobs:
     strategy:
       matrix:
         layer:
-          - AWSLambdaPowertoolsPythonV3-python38
           - AWSLambdaPowertoolsPythonV3-python39
           - AWSLambdaPowertoolsPythonV3-python310
           - AWSLambdaPowertoolsPythonV3-python311
diff --git a/.github/workflows/layer_govcloud_verify.yml b/.github/workflows/layer_govcloud_verify.yml
index 736077698a5..2395183c111 100644
--- a/.github/workflows/layer_govcloud_verify.yml
+++ b/.github/workflows/layer_govcloud_verify.yml
@@ -28,7 +28,6 @@ jobs:
     strategy:
       matrix:
         layer:
-          - AWSLambdaPowertoolsPythonV3-python38
           - AWSLambdaPowertoolsPythonV3-python39
           - AWSLambdaPowertoolsPythonV3-python310
           - AWSLambdaPowertoolsPythonV3-python311
@@ -59,7 +58,6 @@ jobs:
     strategy:
       matrix:
         layer:
-          - AWSLambdaPowertoolsPythonV3-python38
           - AWSLambdaPowertoolsPythonV3-python39
           - AWSLambdaPowertoolsPythonV3-python310
           - AWSLambdaPowertoolsPythonV3-python311
@@ -91,7 +89,6 @@ jobs:
     strategy:
       matrix:
         layer:
-          - AWSLambdaPowertoolsPythonV3-python38
           - AWSLambdaPowertoolsPythonV3-python39
           - AWSLambdaPowertoolsPythonV3-python310
           - AWSLambdaPowertoolsPythonV3-python311
diff --git a/.github/workflows/pre-release.yml b/.github/workflows/pre-release.yml
index a3abc001e4c..ea8d298ff5c 100644
--- a/.github/workflows/pre-release.yml
+++ b/.github/workflows/pre-release.yml
@@ -63,8 +63,8 @@ jobs:
       # We use a pinned version of Poetry to be certain it won't modify source code before we create a hash
       - name: Install poetry
         run: |
-          pipx install git+https://github.com/python-poetry/poetry@68b88e5390720a3dd84f02940ec5200bfce39ac6 # v1.5.0
-          pipx inject poetry git+https://github.com/monim67/poetry-bumpversion@315fe3324a699fa12ec20e202eb7375d4327d1c4 # v0.3.1
+          pipx install git+https://github.com/python-poetry/poetry@bd500dd3bdfaec3de6894144c9cedb3a9358be84 # v2.0.1
+          pipx inject poetry git+https://github.com/monim67/poetry-bumpversion@348de6f247222e2953d649932426e63492e0a6bf # v0.3.3
 
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683  # v4.2.2
         with:
@@ -124,7 +124,7 @@ jobs:
         run: cat pyproject.toml
 
       - name: Install poetry
-        run: pipx install git+https://github.com/python-poetry/poetry@68b88e5390720a3dd84f02940ec5200bfce39ac6 # v1.5.0
+        run: pipx install git+https://github.com/python-poetry/poetry@bd500dd3bdfaec3de6894144c9cedb3a9358be84 # v2.0.1
       - name: Set up Python
         uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
         with:
@@ -162,7 +162,7 @@ jobs:
           artifact_name: ${{ needs.seal.outputs.artifact_name }}
 
       - name: Install poetry
-        run: pipx install git+https://github.com/python-poetry/poetry@68b88e5390720a3dd84f02940ec5200bfce39ac6 # v1.5.0
+        run: pipx install git+https://github.com/python-poetry/poetry@bd500dd3bdfaec3de6894144c9cedb3a9358be84 # v2.0.1
       - name: Set up Python
         uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
         with:
diff --git a/.github/workflows/publish_v2_layer.yml b/.github/workflows/publish_v2_layer.yml
index 2cefd7aa792..59518cd0c54 100644
--- a/.github/workflows/publish_v2_layer.yml
+++ b/.github/workflows/publish_v2_layer.yml
@@ -99,7 +99,7 @@ jobs:
           artifact_name: ${{ inputs.source_code_artifact_name }}
 
       - name: Install poetry
-        run: pipx install git+https://github.com/python-poetry/poetry@68b88e5390720a3dd84f02940ec5200bfce39ac6 # v1.5.0
+        run: pipx install git+https://github.com/python-poetry/poetry@bd500dd3bdfaec3de6894144c9cedb3a9358be84 # v2.0.1
       - name: Setup Node.js
         uses: actions/setup-node@39370e3970a6d050c480ffad4ff0ed4d3fdee5af # v4.1.0
         with:
diff --git a/.github/workflows/publish_v3_layer.yml b/.github/workflows/publish_v3_layer.yml
index d27031af366..66cfd0b07c7 100644
--- a/.github/workflows/publish_v3_layer.yml
+++ b/.github/workflows/publish_v3_layer.yml
@@ -2,7 +2,7 @@ name: Deploy v3 layer to all regions
 
 # PROCESS
 #
-# 1. Compile Layer using cdk-aws-lambda-powertools-layer CDK construct for Python3.8-3.12 and x86_64/ARM architectures (uses custom runner as it's CPU heavy)
+# 1. Compile Layer using cdk-aws-lambda-powertools-layer CDK construct for Python3.9-3.13 and x86_64/ARM architectures (uses custom runner as it's CPU heavy)
 # 2. Kick off pipeline for beta, prod, and canary releases
 # 3. Create PR to update trunk so staged docs also point to the latest Layer ARN, when merged
 # 4. Builds and publishes docs with latest Layer ARN using given version (generally coming from release)
@@ -85,7 +85,7 @@ jobs:
     strategy:
       max-parallel: 5
       matrix:
-        python-version: ["3.8","3.9","3.10","3.11","3.12","3.13"]
+        python-version: ["3.9","3.10","3.11","3.12","3.13"]
     defaults:
       run:
         working-directory: ./layer_v3
@@ -102,7 +102,9 @@ jobs:
           artifact_name: ${{ inputs.source_code_artifact_name }}
 
       - name: Install poetry
-        run: pipx install git+https://github.com/python-poetry/poetry@68b88e5390720a3dd84f02940ec5200bfce39ac6 # v1.5.0
+        run: |
+          pipx install git+https://github.com/python-poetry/poetry@bd500dd3bdfaec3de6894144c9cedb3a9358be84 # v2.0.1
+          pipx inject poetry git+https://github.com/python-poetry/poetry-plugin-export@8c83d26603ca94f2e203bfded7b6d7f530960e06 # v1.8.0
       - name: Setup Node.js
         uses: actions/setup-node@39370e3970a6d050c480ffad4ff0ed4d3fdee5af # v4.1.0
         with:
@@ -303,8 +305,8 @@ jobs:
     needs: [update_v3_layer_arn_docs, prepare_docs_alias]
     permissions:
       # lower privilege propagated from parent workflow (release.yml)
-      contents: read
-      #pages: write
+      contents: write
+      pages: write
       pull-requests: none
       id-token: write
     secrets: inherit
diff --git a/.github/workflows/quality_check.yml b/.github/workflows/quality_check.yml
index b0f92c44334..4b6a7fa2c8c 100644
--- a/.github/workflows/quality_check.yml
+++ b/.github/workflows/quality_check.yml
@@ -46,7 +46,7 @@ jobs:
     strategy:
       max-parallel: 4
       matrix:
-        python-version: ["3.8","3.9","3.10","3.11","3.12","3.13"]
+        python-version: ["3.9","3.10","3.11","3.12","3.13"]
     env:
       PYTHON: "${{ matrix.python-version }}"
     permissions:
diff --git a/.github/workflows/release-v3.yml b/.github/workflows/release-v3.yml
index 11bbb188de3..a7bbaeaf660 100644
--- a/.github/workflows/release-v3.yml
+++ b/.github/workflows/release-v3.yml
@@ -87,8 +87,8 @@ jobs:
       # We use a pinned version of Poetry to be certain it won't modify source code before we create a hash
       - name: Install poetry
         run: |
-          pipx install git+https://github.com/python-poetry/poetry@68b88e5390720a3dd84f02940ec5200bfce39ac6 # v1.5.0
-          pipx inject poetry git+https://github.com/monim67/poetry-bumpversion@315fe3324a699fa12ec20e202eb7375d4327d1c4 # v0.3.1
+          pipx install git+https://github.com/python-poetry/poetry@bd500dd3bdfaec3de6894144c9cedb3a9358be84 # v2.0.1
+          pipx inject poetry git+https://github.com/monim67/poetry-bumpversion@348de6f247222e2953d649932426e63492e0a6bf # v0.3.3
 
       - name: Bump package version
         id: versioning
@@ -129,7 +129,7 @@ jobs:
         run: cat pyproject.toml
 
       - name: Install poetry
-        run: pipx install git+https://github.com/python-poetry/poetry@68b88e5390720a3dd84f02940ec5200bfce39ac6 # v1.5.0
+        run: pipx install git+https://github.com/python-poetry/poetry@bd500dd3bdfaec3de6894144c9cedb3a9358be84 # v2.0.1
       - name: Set up Python
         uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
         with:
@@ -167,7 +167,7 @@ jobs:
           artifact_name: ${{ needs.seal.outputs.artifact_name }}
 
       - name: Install poetry
-        run: pipx install git+https://github.com/python-poetry/poetry@68b88e5390720a3dd84f02940ec5200bfce39ac6 # v1.5.0
+        run: pipx install git+https://github.com/python-poetry/poetry@bd500dd3bdfaec3de6894144c9cedb3a9358be84 # v2.0.1
       - name: Set up Python
         uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
         with:
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 5aa7f035602..7a4cdbe9bb6 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -87,8 +87,8 @@ jobs:
       # We use a pinned version of Poetry to be certain it won't modify source code before we create a hash
       - name: Install poetry
         run: |
-          pipx install git+https://github.com/python-poetry/poetry@68b88e5390720a3dd84f02940ec5200bfce39ac6 # v1.5.0
-          pipx inject poetry git+https://github.com/monim67/poetry-bumpversion@315fe3324a699fa12ec20e202eb7375d4327d1c4 # v0.3.1
+          pipx install git+https://github.com/python-poetry/poetry@bd500dd3bdfaec3de6894144c9cedb3a9358be84 # v2.0.1
+          pipx inject poetry git+https://github.com/monim67/poetry-bumpversion@348de6f247222e2953d649932426e63492e0a6bf # v0.3.3
 
       - name: Bump package version
         id: versioning
@@ -129,7 +129,7 @@ jobs:
         run: cat pyproject.toml
 
       - name: Install poetry
-        run: pipx install git+https://github.com/python-poetry/poetry@68b88e5390720a3dd84f02940ec5200bfce39ac6 # v1.5.0
+        run: pipx install git+https://github.com/python-poetry/poetry@bd500dd3bdfaec3de6894144c9cedb3a9358be84 # v2.0.1
       - name: Set up Python
         uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
         with:
@@ -167,7 +167,7 @@ jobs:
           artifact_name: ${{ needs.seal.outputs.artifact_name }}
 
       - name: Install poetry
-        run: pipx install git+https://github.com/python-poetry/poetry@68b88e5390720a3dd84f02940ec5200bfce39ac6 # v1.5.0
+        run: pipx install git+https://github.com/python-poetry/poetry@bd500dd3bdfaec3de6894144c9cedb3a9358be84 # v2.0.1
       - name: Set up Python
         uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
         with:
diff --git a/.github/workflows/reusable_deploy_v2_layer_stack.yml b/.github/workflows/reusable_deploy_v2_layer_stack.yml
index 1ccea4ac980..0ab175242cc 100644
--- a/.github/workflows/reusable_deploy_v2_layer_stack.yml
+++ b/.github/workflows/reusable_deploy_v2_layer_stack.yml
@@ -151,7 +151,7 @@ jobs:
           artifact_name: ${{ inputs.source_code_artifact_name }}
 
       - name: Install poetry
-        run: pipx install git+https://github.com/python-poetry/poetry@68b88e5390720a3dd84f02940ec5200bfce39ac6 # v1.5.0
+        run: pipx install git+https://github.com/python-poetry/poetry@bd500dd3bdfaec3de6894144c9cedb3a9358be84 # v2.0.1
       - name: Configure AWS Credentials
         uses: aws-actions/configure-aws-credentials@e3dd6a429d7300a6a4c196c26e071d42e0343502 # v4.0.2
         with:
diff --git a/.github/workflows/reusable_deploy_v3_layer_stack.yml b/.github/workflows/reusable_deploy_v3_layer_stack.yml
index 28782ae7efd..27bab40f0db 100644
--- a/.github/workflows/reusable_deploy_v3_layer_stack.yml
+++ b/.github/workflows/reusable_deploy_v3_layer_stack.yml
@@ -3,7 +3,7 @@ name: Deploy CDK Layer v3 stack
 # PROCESS
 #
 # 1. Split what AWS regions support ARM vs regions that Lambda support ARM
-# 2. We build the Lambda layer for 3.8 to 3.12 Python runtime and both x86_64 and arm64 (see `matrix` section)
+# 2. We build the Lambda layer for 3.9 to 3.13 Python runtime and both x86_64 and arm64 (see `matrix` section)
 # 3. Deploy previously built layer for each AWS commercial region
 # 4. Export all published Layers as JSON
 # 5. Deploy Canaries to every deployed region to test whether Powertools can be imported etc.
@@ -78,7 +78,7 @@ jobs:
                  "eu-north-1", "eu-south-1", "eu-south-2", "eu-west-1", "eu-west-2", "eu-west-3",
                  "il-central-1", "me-central-1", "me-south-1", "sa-east-1", "us-east-1",
                  "us-east-2", "us-west-1", "us-west-2"]
-        python-version: ["3.8","3.9","3.10","3.11","3.12","3.13"]
+        python-version: ["3.9","3.10","3.11","3.12","3.13"]
         include:
           - region: "af-south-1"
             has_arm64_support: "true"
@@ -153,7 +153,9 @@ jobs:
           artifact_name: ${{ inputs.source_code_artifact_name }}
 
       - name: Install poetry
-        run: pipx install git+https://github.com/python-poetry/poetry@68b88e5390720a3dd84f02940ec5200bfce39ac6 # v1.5.0
+        run: |
+          pipx install git+https://github.com/python-poetry/poetry@bd500dd3bdfaec3de6894144c9cedb3a9358be84 # v2.0.1
+          pipx inject poetry git+https://github.com/python-poetry/poetry-plugin-export@8c83d26603ca94f2e203bfded7b6d7f530960e06 # v1.8.0
       - name: Configure AWS credentials
         uses: aws-actions/configure-aws-credentials@e3dd6a429d7300a6a4c196c26e071d42e0343502 # v4.0.2
         with:
diff --git a/.github/workflows/reusable_deploy_v3_sar.yml b/.github/workflows/reusable_deploy_v3_sar.yml
index 8c319d0b695..b5d110e95d6 100644
--- a/.github/workflows/reusable_deploy_v3_sar.yml
+++ b/.github/workflows/reusable_deploy_v3_sar.yml
@@ -4,7 +4,7 @@ name: Deploy V3 SAR
 #
 # 1. This workflow starts after the layer artifact is produced on `publish_v3_layer`
 # 2. We use the same layer artifact to ensure the SAR app is consistent with the published Lambda Layer
-# 3. We publish the SAR for 3.8 to 3.13 Python runtime and both x86_64 and arm64 (see `matrix` section)
+# 3. We publish the SAR for 3.9 to 3.13 Python runtime and both x86_64 and arm64 (see `matrix` section)
 # 4. We use `sam package` and `sam publish` to publish the SAR app
 # 5. We remove the previous Canary stack (if present) and deploy a new one to test the SAR App. We retain the Canary in the account for debugging purposes
 # 6. Finally the published SAR app is made public on the PROD environment
@@ -72,7 +72,7 @@ jobs:
     strategy:
       matrix:
         architecture: ["x86_64", "arm64"]
-        python-version: ["3.8","3.9","3.10","3.11","3.12","3.13"]
+        python-version: ["3.9","3.10","3.11","3.12","3.13"]
     steps:
       - name: checkout
         uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683  # v4.2.2
diff --git a/.github/workflows/reusable_publish_docs.yml b/.github/workflows/reusable_publish_docs.yml
index ac5172c9891..036ff89ef40 100644
--- a/.github/workflows/reusable_publish_docs.yml
+++ b/.github/workflows/reusable_publish_docs.yml
@@ -40,9 +40,9 @@ jobs:
     runs-on: ubuntu-latest
     environment: "Docs"
     permissions:
-      contents: read  # push to gh-pages
+      contents: write  # push to gh-pages
       id-token: write  # trade JWT token for AWS credentials in AWS Docs account
-      #pages: write     # uncomment if mike fails as we migrated to S3 hosting
+      pages: write     # uncomment if mike fails as we migrated to S3 hosting
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683  # v4.2.2
         with:
diff --git a/.github/workflows/run-e2e-tests.yml b/.github/workflows/run-e2e-tests.yml
index 42e1aacd311..361a6ac8eb4 100644
--- a/.github/workflows/run-e2e-tests.yml
+++ b/.github/workflows/run-e2e-tests.yml
@@ -48,7 +48,7 @@ jobs:
     strategy:
       fail-fast: false # needed so if a version fails, the others will still be able to complete and cleanup
       matrix:
-        version: ["3.8", "3.9", "3.10", "3.11", "3.12","3.13"]
+        version: ["3.9", "3.10", "3.11", "3.12","3.13"]
     if: ${{ github.actor != 'dependabot[bot]' && github.repository == 'aws-powertools/powertools-lambda-python' }}
     steps:
       - name: "Checkout"
diff --git a/.github/workflows/update_ssm.yml b/.github/workflows/update_ssm.yml
index 7200cec529e..2f8492dcb89 100644
--- a/.github/workflows/update_ssm.yml
+++ b/.github/workflows/update_ssm.yml
@@ -11,7 +11,7 @@ run-name: SSM Parameters - Python
 # * layer_version: this is sequential layer version from the ARN
 #
 # A successful parameter would look similar to:
-#   /aws/service/powertools/python/arm64/python3.8/3.1.0
+#   /aws/service/powertools/python/arm64/python3.13/3.1.0
 # And will have a value of:
 #   arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:4
 
@@ -75,14 +75,12 @@ jobs:
         env:
           prefix: ${{ inputs.environment == 'beta' && '/aws/service/powertools/beta' || '/aws/service/powertools' }}
         run: |
-          aws ssm put-parameter --name ${{ env.prefix }}/python/arm64/python3.8/${{ inputs.package_version }} --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:${{ inputs.layer_version }}" --type String --overwrite
           aws ssm put-parameter --name ${{ env.prefix }}/python/arm64/python3.9/${{ inputs.package_version }} --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:${{ inputs.layer_version }}" --type String --overwrite
           aws ssm put-parameter --name ${{ env.prefix }}/python/arm64/python3.10/${{ inputs.package_version }} --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:${{ inputs.layer_version }}" --type String --overwrite
           aws ssm put-parameter --name ${{ env.prefix }}/python/arm64/python3.11/${{ inputs.package_version }} --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:${{ inputs.layer_version }}" --type String --overwrite
           aws ssm put-parameter --name ${{ env.prefix }}/python/arm64/python3.12/${{ inputs.package_version }} --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:${{ inputs.layer_version }}" --type String --overwrite
           aws ssm put-parameter --name ${{ env.prefix }}/python/arm64/python3.13/${{ inputs.package_version }} --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:${{ inputs.layer_version }}" --type String --overwrite
 
-          aws ssm put-parameter --name ${{ env.prefix }}/python/x86_64/python3.8/${{ inputs.package_version }} --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:${{ inputs.layer_version }}" --type String --overwrite
           aws ssm put-parameter --name ${{ env.prefix }}/python/x86_64/python3.9/${{ inputs.package_version }} --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:${{ inputs.layer_version }}" --type String --overwrite
           aws ssm put-parameter --name ${{ env.prefix }}/python/x86_64/python3.10/${{ inputs.package_version }} --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:${{ inputs.layer_version }}" --type String --overwrite
           aws ssm put-parameter --name ${{ env.prefix }}/python/x86_64/python3.11/${{ inputs.package_version }} --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:${{ inputs.layer_version }}" --type String --overwrite
@@ -94,14 +92,12 @@ jobs:
         env:
           prefix: ${{ inputs.environment == 'beta' && '/aws/service/powertools/beta' || '/aws/service/powertools' }}
         run: |
-          aws ssm put-parameter --name ${{ env.prefix }}/python/arm64/python3.8/latest --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:${{ inputs.layer_version }}" --type String --overwrite
           aws ssm put-parameter --name ${{ env.prefix }}/python/arm64/python3.9/latest --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:${{ inputs.layer_version }}" --type String --overwrite
           aws ssm put-parameter --name ${{ env.prefix }}/python/arm64/python3.10/latest --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:${{ inputs.layer_version }}" --type String --overwrite
           aws ssm put-parameter --name ${{ env.prefix }}/python/arm64/python3.11/latest --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:${{ inputs.layer_version }}" --type String --overwrite
           aws ssm put-parameter --name ${{ env.prefix }}/python/arm64/python3.12/latest --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:${{ inputs.layer_version }}" --type String --overwrite
           aws ssm put-parameter --name ${{ env.prefix }}/python/arm64/python3.13/latest --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:${{ inputs.layer_version }}" --type String --overwrite
 
-          aws ssm put-parameter --name ${{ env.prefix }}/python/x86_64/python3.8/latest --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:${{ inputs.layer_version }}" --type String --overwrite
           aws ssm put-parameter --name ${{ env.prefix }}/python/x86_64/python3.9/latest --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:${{ inputs.layer_version }}" --type String --overwrite
           aws ssm put-parameter --name ${{ env.prefix }}/python/x86_64/python3.10/latest --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:${{ inputs.layer_version }}" --type String --overwrite
           aws ssm put-parameter --name ${{ env.prefix }}/python/x86_64/python3.11/latest --value "arn:aws:lambda:${{ matrix.region }}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:${{ inputs.layer_version }}" --type String --overwrite
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6f9e68e3dd3..3b64fd7bc13 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,45 +6,125 @@
 
 ## Bug Fixes
 
+* **event_handler:** fixes typo in variable name `fronzen_openapi_extensions` ([#5929](https://github.com/aws-powertools/powertools-lambda-python/issues/5929))
+* **event_handler:** add tests for PEP 563 compatibility with OpenAPI ([#5886](https://github.com/aws-powertools/powertools-lambda-python/issues/5886))
+* **event_handler:** fix forward references resolution in OpenAPI ([#5885](https://github.com/aws-powertools/powertools-lambda-python/issues/5885))
+* **parser:** make identitySource optional for ApiGatewayAuthorizerRequestV2 model ([#5880](https://github.com/aws-powertools/powertools-lambda-python/issues/5880))
+
+## Documentation
+
+* **data_classes:** improve Event Source Data Classes documentation ([#5916](https://github.com/aws-powertools/powertools-lambda-python/issues/5916))
+* **event_handler:** demonstrate handling optional security routes ([#5895](https://github.com/aws-powertools/powertools-lambda-python/issues/5895))
+* **layer:** update layer version number - v3.4.1 ([#5869](https://github.com/aws-powertools/powertools-lambda-python/issues/5869))
+* **parser:** improve documentation with Pydantic best practices ([#5925](https://github.com/aws-powertools/powertools-lambda-python/issues/5925))
+
+## Features
+
+* **event_source:** add AWS Transfer Family classes ([#5912](https://github.com/aws-powertools/powertools-lambda-python/issues/5912))
+* **idempotency:** add support for custom Idempotency key prefix ([#5898](https://github.com/aws-powertools/powertools-lambda-python/issues/5898))
+* **logger:** add context manager for logger keys ([#5883](https://github.com/aws-powertools/powertools-lambda-python/issues/5883))
+* **parser:** add AWS Transfer Family model ([#5906](https://github.com/aws-powertools/powertools-lambda-python/issues/5906))
+
+## Maintenance
+
+* **ci:** adjust token permission ([#5867](https://github.com/aws-powertools/powertools-lambda-python/issues/5867))
+* **ci:** new pre-release 3.4.2a0 ([#5873](https://github.com/aws-powertools/powertools-lambda-python/issues/5873))
+* **ci:** make `pyproject.toml` fully compatible with Poetryv2 ([#5902](https://github.com/aws-powertools/powertools-lambda-python/issues/5902))
+* **ci:** fix permissions for gh pages ([#5866](https://github.com/aws-powertools/powertools-lambda-python/issues/5866))
+* **ci:** drop support for Python 3.8 ([#5896](https://github.com/aws-powertools/powertools-lambda-python/issues/5896))
+* **deps:** bump squidfunk/mkdocs-material from `ba73db5` to `41942f7` in /docs ([#5890](https://github.com/aws-powertools/powertools-lambda-python/issues/5890))
+* **deps:** bump pydantic from 2.10.5 to 2.10.6 ([#5918](https://github.com/aws-powertools/powertools-lambda-python/issues/5918))
+* **deps-dev:** bump cfn-lint from 1.22.5 to 1.22.6 ([#5900](https://github.com/aws-powertools/powertools-lambda-python/issues/5900))
+* **deps-dev:** bump cfn-lint from 1.22.6 to 1.22.7 ([#5910](https://github.com/aws-powertools/powertools-lambda-python/issues/5910))
+* **deps-dev:** bump testcontainers from 3.7.1 to 4.9.1 ([#5907](https://github.com/aws-powertools/powertools-lambda-python/issues/5907))
+* **deps-dev:** bump pytest-benchmark from 4.0.0 to 5.1.0 ([#5909](https://github.com/aws-powertools/powertools-lambda-python/issues/5909))
+* **deps-dev:** bump ruff from 0.9.2 to 0.9.3 ([#5911](https://github.com/aws-powertools/powertools-lambda-python/issues/5911))
+* **deps-dev:** bump pytest-cov from 5.0.0 to 6.0.0 ([#5908](https://github.com/aws-powertools/powertools-lambda-python/issues/5908))
+* **deps-dev:** bump pytest-asyncio from 0.24.0 to 0.25.2 ([#5920](https://github.com/aws-powertools/powertools-lambda-python/issues/5920))
+* **deps-dev:** bump boto3-stubs from 1.36.4 to 1.36.5 ([#5919](https://github.com/aws-powertools/powertools-lambda-python/issues/5919))
+* **deps-dev:** bump boto3-stubs from 1.36.4 to 1.36.6 ([#5923](https://github.com/aws-powertools/powertools-lambda-python/issues/5923))
+* **deps-dev:** bump boto3-stubs from 1.36.2 to 1.36.3 ([#5894](https://github.com/aws-powertools/powertools-lambda-python/issues/5894))
+* **deps-dev:** bump aws-cdk from 2.176.0 to 2.177.0 ([#5930](https://github.com/aws-powertools/powertools-lambda-python/issues/5930))
+* **deps-dev:** bump mkdocs-material from 9.5.49 to 9.5.50 ([#5889](https://github.com/aws-powertools/powertools-lambda-python/issues/5889))
+* **deps-dev:** bump aws-cdk-aws-lambda-python-alpha from 2.175.1a0 to 2.176.0a0 ([#5882](https://github.com/aws-powertools/powertools-lambda-python/issues/5882))
+* **deps-dev:** bump boto3-stubs from 1.36.1 to 1.36.2 ([#5881](https://github.com/aws-powertools/powertools-lambda-python/issues/5881))
+* **deps-dev:** bump aws-cdk from 2.175.1 to 2.176.0 ([#5878](https://github.com/aws-powertools/powertools-lambda-python/issues/5878))
+* **deps-dev:** bump ruff from 0.9.1 to 0.9.2 ([#5877](https://github.com/aws-powertools/powertools-lambda-python/issues/5877))
+* **deps-dev:** bump aws-cdk-lib from 2.175.1 to 2.176.0 ([#5876](https://github.com/aws-powertools/powertools-lambda-python/issues/5876))
+* **deps-dev:** bump mypy-boto3-appconfigdata from 1.35.93 to 1.36.0 in the boto-typing group ([#5875](https://github.com/aws-powertools/powertools-lambda-python/issues/5875))
+* **deps-dev:** bump sentry-sdk from 2.19.2 to 2.20.0 ([#5870](https://github.com/aws-powertools/powertools-lambda-python/issues/5870))
+* **deps-dev:** bump boto3-stubs from 1.35.97 to 1.35.99 ([#5874](https://github.com/aws-powertools/powertools-lambda-python/issues/5874))
+* **deps-dev:** bump cfn-lint from 1.22.4 to 1.22.5 ([#5872](https://github.com/aws-powertools/powertools-lambda-python/issues/5872))
+* **deps-dev:** bump aws-cdk-lib from 2.176.0 to 2.177.0 ([#5931](https://github.com/aws-powertools/powertools-lambda-python/issues/5931))
+* **deps-dev:** bump boto3-stubs from 1.36.6 to 1.36.7 ([#5932](https://github.com/aws-powertools/powertools-lambda-python/issues/5932))
+* **deps-dev:** bump aws-cdk-aws-lambda-python-alpha from 2.176.0a0 to 2.177.0a0 ([#5933](https://github.com/aws-powertools/powertools-lambda-python/issues/5933))
+
+
+<a name="v3.4.1"></a>
+## [v3.4.1] - 2025-01-14
+## Bug Fixes
+
 * **appsync:** enhance consistency for custom resolver field naming in AppSync ([#5801](https://github.com/aws-powertools/powertools-lambda-python/issues/5801))
 * **idempotency:** add support for Optional type when serializing output ([#5590](https://github.com/aws-powertools/powertools-lambda-python/issues/5590))
 
 ## Documentation
 
+* **community:** data masking blog post ([#5831](https://github.com/aws-powertools/powertools-lambda-python/issues/5831))
 * **home:** fix date typo and shorten message. ([#5798](https://github.com/aws-powertools/powertools-lambda-python/issues/5798))
 * **layer:** update layer version number - v3.4.0 ([#5785](https://github.com/aws-powertools/powertools-lambda-python/issues/5785))
 
 ## Maintenance
 
+* version bump
+* **ci:** new pre-release 3.4.1a7 ([#5816](https://github.com/aws-powertools/powertools-lambda-python/issues/5816))
 * **ci:** new pre-release 3.4.1a0 ([#5783](https://github.com/aws-powertools/powertools-lambda-python/issues/5783))
+* **ci:** change token permissions ([#5862](https://github.com/aws-powertools/powertools-lambda-python/issues/5862))
+* **ci:** change token permissions / update aws-credentials action ([#5861](https://github.com/aws-powertools/powertools-lambda-python/issues/5861))
+* **ci:** fix dependency resolution ([#5859](https://github.com/aws-powertools/powertools-lambda-python/issues/5859))
+* **ci:** fix dependency resolution ([#5858](https://github.com/aws-powertools/powertools-lambda-python/issues/5858))
+* **ci:** change token permissions ([#5865](https://github.com/aws-powertools/powertools-lambda-python/issues/5865))
 * **ci:** new pre-release 3.4.1a1 ([#5789](https://github.com/aws-powertools/powertools-lambda-python/issues/5789))
-* **ci:** new pre-release 3.4.1a9 ([#5822](https://github.com/aws-powertools/powertools-lambda-python/issues/5822))
 * **ci:** new pre-release 3.4.1a2 ([#5791](https://github.com/aws-powertools/powertools-lambda-python/issues/5791))
-* **ci:** new pre-release 3.4.1a8 ([#5818](https://github.com/aws-powertools/powertools-lambda-python/issues/5818))
-* **ci:** new pre-release 3.4.1a7 ([#5816](https://github.com/aws-powertools/powertools-lambda-python/issues/5816))
-* **ci:** new pre-release 3.4.1a6 ([#5813](https://github.com/aws-powertools/powertools-lambda-python/issues/5813))
-* **ci:** new pre-release 3.4.1a5 ([#5807](https://github.com/aws-powertools/powertools-lambda-python/issues/5807))
 * **ci:** new pre-release 3.4.1a3 ([#5794](https://github.com/aws-powertools/powertools-lambda-python/issues/5794))
+* **ci:** new pre-release 3.4.1a10 ([#5845](https://github.com/aws-powertools/powertools-lambda-python/issues/5845))
 * **ci:** new pre-release 3.4.1a4 ([#5796](https://github.com/aws-powertools/powertools-lambda-python/issues/5796))
-* **deps:** bump pydantic-settings from 2.7.0 to 2.7.1 ([#5815](https://github.com/aws-powertools/powertools-lambda-python/issues/5815))
+* **ci:** new pre-release 3.4.1a5 ([#5807](https://github.com/aws-powertools/powertools-lambda-python/issues/5807))
+* **ci:** new pre-release 3.4.1a8 ([#5818](https://github.com/aws-powertools/powertools-lambda-python/issues/5818))
+* **ci:** new pre-release 3.4.1a6 ([#5813](https://github.com/aws-powertools/powertools-lambda-python/issues/5813))
+* **ci:** new pre-release 3.4.1a9 ([#5822](https://github.com/aws-powertools/powertools-lambda-python/issues/5822))
+* **deps:** bump pydantic from 2.10.4 to 2.10.5 ([#5848](https://github.com/aws-powertools/powertools-lambda-python/issues/5848))
 * **deps:** bump jinja2 from 3.1.4 to 3.1.5 in /docs ([#5787](https://github.com/aws-powertools/powertools-lambda-python/issues/5787))
+* **deps:** bump pydantic-settings from 2.7.0 to 2.7.1 ([#5815](https://github.com/aws-powertools/powertools-lambda-python/issues/5815))
+* **deps-dev:** bump ruff from 0.8.4 to 0.8.6 ([#5833](https://github.com/aws-powertools/powertools-lambda-python/issues/5833))
 * **deps-dev:** bump boto3-stubs from 1.35.90 to 1.35.92 ([#5827](https://github.com/aws-powertools/powertools-lambda-python/issues/5827))
-* **deps-dev:** bump mypy from 1.14.0 to 1.14.1 ([#5812](https://github.com/aws-powertools/powertools-lambda-python/issues/5812))
-* **deps-dev:** bump boto3-stubs from 1.35.89 to 1.35.90 ([#5809](https://github.com/aws-powertools/powertools-lambda-python/issues/5809))
-* **deps-dev:** bump cdklabs-generative-ai-cdk-constructs from 0.1.287 to 0.1.288 ([#5793](https://github.com/aws-powertools/powertools-lambda-python/issues/5793))
-* **deps-dev:** bump cfn-lint from 1.22.2 to 1.22.3 ([#5810](https://github.com/aws-powertools/powertools-lambda-python/issues/5810))
+* **deps-dev:** bump aws-cdk from 2.173.4 to 2.174.0 ([#5832](https://github.com/aws-powertools/powertools-lambda-python/issues/5832))
 * **deps-dev:** bump aws-cdk-aws-lambda-python-alpha from 2.173.2a0 to 2.173.4a0 ([#5811](https://github.com/aws-powertools/powertools-lambda-python/issues/5811))
+* **deps-dev:** bump cfn-lint from 1.22.2 to 1.22.3 ([#5810](https://github.com/aws-powertools/powertools-lambda-python/issues/5810))
+* **deps-dev:** bump boto3-stubs from 1.35.89 to 1.35.90 ([#5809](https://github.com/aws-powertools/powertools-lambda-python/issues/5809))
+* **deps-dev:** bump mypy from 1.14.0 to 1.14.1 ([#5812](https://github.com/aws-powertools/powertools-lambda-python/issues/5812))
+* **deps-dev:** bump boto3-stubs from 1.35.92 to 1.35.93 ([#5835](https://github.com/aws-powertools/powertools-lambda-python/issues/5835))
 * **deps-dev:** bump aws-cdk-lib from 2.173.4 to 2.174.1 ([#5838](https://github.com/aws-powertools/powertools-lambda-python/issues/5838))
+* **deps-dev:** bump mypy-boto3-appconfigdata from 1.35.0 to 1.35.93 in the boto-typing group ([#5840](https://github.com/aws-powertools/powertools-lambda-python/issues/5840))
+* **deps-dev:** bump aws-cdk-lib from 2.173.2 to 2.173.4 ([#5803](https://github.com/aws-powertools/powertools-lambda-python/issues/5803))
+* **deps-dev:** bump aws-cdk from 2.173.2 to 2.173.4 ([#5802](https://github.com/aws-powertools/powertools-lambda-python/issues/5802))
 * **deps-dev:** bump boto3-stubs from 1.35.87 to 1.35.89 ([#5804](https://github.com/aws-powertools/powertools-lambda-python/issues/5804))
 * **deps-dev:** bump jinja2 from 3.1.4 to 3.1.5 ([#5788](https://github.com/aws-powertools/powertools-lambda-python/issues/5788))
-* **deps-dev:** bump aws-cdk from 2.173.2 to 2.173.4 ([#5802](https://github.com/aws-powertools/powertools-lambda-python/issues/5802))
+* **deps-dev:** bump aws-cdk from 2.174.0 to 2.174.1 ([#5841](https://github.com/aws-powertools/powertools-lambda-python/issues/5841))
+* **deps-dev:** bump aws-cdk-aws-lambda-python-alpha from 2.173.4a0 to 2.174.1a0 ([#5842](https://github.com/aws-powertools/powertools-lambda-python/issues/5842))
+* **deps-dev:** bump cdklabs-generative-ai-cdk-constructs from 0.1.287 to 0.1.288 ([#5793](https://github.com/aws-powertools/powertools-lambda-python/issues/5793))
+* **deps-dev:** bump boto3-stubs from 1.35.93 to 1.35.94 ([#5844](https://github.com/aws-powertools/powertools-lambda-python/issues/5844))
+* **deps-dev:** bump cdklabs-generative-ai-cdk-constructs from 0.1.288 to 0.1.289 ([#5843](https://github.com/aws-powertools/powertools-lambda-python/issues/5843))
+* **deps-dev:** bump boto3-stubs from 1.35.94 to 1.35.95 ([#5847](https://github.com/aws-powertools/powertools-lambda-python/issues/5847))
+* **deps-dev:** bump cfn-lint from 1.22.3 to 1.22.4 ([#5849](https://github.com/aws-powertools/powertools-lambda-python/issues/5849))
+* **deps-dev:** bump boto3-stubs from 1.35.95 to 1.35.96 ([#5850](https://github.com/aws-powertools/powertools-lambda-python/issues/5850))
+* **deps-dev:** bump boto3-stubs from 1.35.96 to 1.35.97 ([#5852](https://github.com/aws-powertools/powertools-lambda-python/issues/5852))
 * **deps-dev:** bump boto3-stubs from 1.35.86 to 1.35.87 ([#5786](https://github.com/aws-powertools/powertools-lambda-python/issues/5786))
-* **deps-dev:** bump aws-cdk from 2.173.4 to 2.174.0 ([#5832](https://github.com/aws-powertools/powertools-lambda-python/issues/5832))
-* **deps-dev:** bump ruff from 0.8.4 to 0.8.6 ([#5833](https://github.com/aws-powertools/powertools-lambda-python/issues/5833))
+* **deps-dev:** bump aws-cdk from 2.174.1 to 2.175.0 ([#5854](https://github.com/aws-powertools/powertools-lambda-python/issues/5854))
+* **deps-dev:** bump aws-cdk from 2.175.0 to 2.175.1 ([#5863](https://github.com/aws-powertools/powertools-lambda-python/issues/5863))
 * **deps-dev:** bump boto3-stubs from 1.35.85 to 1.35.86 ([#5780](https://github.com/aws-powertools/powertools-lambda-python/issues/5780))
 * **deps-dev:** bump mypy from 1.13.0 to 1.14.0 ([#5779](https://github.com/aws-powertools/powertools-lambda-python/issues/5779))
-* **deps-dev:** bump boto3-stubs from 1.35.92 to 1.35.93 ([#5835](https://github.com/aws-powertools/powertools-lambda-python/issues/5835))
-* **deps-dev:** bump aws-cdk-lib from 2.173.2 to 2.173.4 ([#5803](https://github.com/aws-powertools/powertools-lambda-python/issues/5803))
+* **deps-dev:** bump ruff from 0.8.6 to 0.9.1 ([#5853](https://github.com/aws-powertools/powertools-lambda-python/issues/5853))
+* **deps-dev:** bump aws-cdk-lib from 2.174.1 to 2.175.1 ([#5856](https://github.com/aws-powertools/powertools-lambda-python/issues/5856))
 
 
 <a name="v3.4.0"></a>
@@ -5853,7 +5933,8 @@
 * Merge pull request [#5](https://github.com/aws-powertools/powertools-lambda-python/issues/5) from jfuss/feat/python38
 
 
-[Unreleased]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.4.0...HEAD
+[Unreleased]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.4.1...HEAD
+[v3.4.1]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.4.0...v3.4.1
 [v3.4.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.3.0...v3.4.0
 [v3.3.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.2.0...v3.3.0
 [v3.2.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.1.0...v3.2.0
diff --git a/Makefile b/Makefile
index 3c201e61735..f9111bd9394 100644
--- a/Makefile
+++ b/Makefile
@@ -12,6 +12,7 @@ dev:
 
 dev-quality-code:
 	pip install --upgrade pip pre-commit poetry
+	@$(MAKE) dev-version-plugin
 	poetry install --extras "all redis datamasking"
 	pre-commit install
 
diff --git a/aws_lambda_powertools/event_handler/api_gateway.py b/aws_lambda_powertools/event_handler/api_gateway.py
index f4ef22019e5..1485c563a06 100644
--- a/aws_lambda_powertools/event_handler/api_gateway.py
+++ b/aws_lambda_powertools/event_handler/api_gateway.py
@@ -2521,7 +2521,7 @@ def register_route(func: AnyCallableT) -> AnyCallableT:
             frozen_responses = _FrozenDict(responses) if responses else None
             frozen_tags = frozenset(tags) if tags else None
             frozen_security = _FrozenListDict(security) if security else None
-            fronzen_openapi_extensions = _FrozenDict(openapi_extensions) if openapi_extensions else None
+            frozen_openapi_extensions = _FrozenDict(openapi_extensions) if openapi_extensions else None
 
             route_key = (
                 rule,
@@ -2537,7 +2537,7 @@ def register_route(func: AnyCallableT) -> AnyCallableT:
                 operation_id,
                 include_in_schema,
                 frozen_security,
-                fronzen_openapi_extensions,
+                frozen_openapi_extensions,
                 deprecated,
             )
 
diff --git a/aws_lambda_powertools/event_handler/openapi/dependant.py b/aws_lambda_powertools/event_handler/openapi/dependant.py
index e4f2f822ce1..f4d0551b739 100644
--- a/aws_lambda_powertools/event_handler/openapi/dependant.py
+++ b/aws_lambda_powertools/event_handler/openapi/dependant.py
@@ -106,7 +106,7 @@ def get_typed_signature(call: Callable[..., Any]) -> inspect.Signature:
     signature = inspect.signature(call)
 
     # Gets the global namespace for the call. This is used to resolve forward references.
-    globalns = getattr(call, "__global__", {})
+    globalns = getattr(call, "__globals__", {})
 
     typed_params = [
         inspect.Parameter(
diff --git a/aws_lambda_powertools/logging/formatter.py b/aws_lambda_powertools/logging/formatter.py
index 0a497e8244a..824c5c0ef16 100644
--- a/aws_lambda_powertools/logging/formatter.py
+++ b/aws_lambda_powertools/logging/formatter.py
@@ -7,10 +7,11 @@
 import time
 import traceback
 from abc import ABCMeta, abstractmethod
+from contextlib import contextmanager
 from contextvars import ContextVar
 from datetime import datetime, timezone
 from functools import partial
-from typing import TYPE_CHECKING, Any, Callable, Iterable
+from typing import TYPE_CHECKING, Any, Callable, Generator, Iterable
 
 from aws_lambda_powertools.shared import constants
 from aws_lambda_powertools.shared.functions import powertools_dev_is_set
@@ -62,6 +63,10 @@ def clear_state(self) -> None:
         """Removes any previously added logging keys"""
         raise NotImplementedError()
 
+    @contextmanager
+    def append_context_keys(self, **additional_keys: Any) -> Generator[None, None, None]:
+        yield
+
     # These specific thread-safe methods are necessary to manage shared context in concurrent environments.
     # They prevent race conditions and ensure data consistency across multiple threads.
     def thread_safe_append_keys(self, **additional_keys) -> None:
@@ -263,6 +268,31 @@ def clear_state(self) -> None:
         self.log_format = dict.fromkeys(self.log_record_order)
         self.log_format.update(**self.keys_combined)
 
+    @contextmanager
+    def append_context_keys(self, **additional_keys: Any) -> Generator[None, None, None]:
+        """
+        Context manager to temporarily add logging keys.
+
+        Parameters:
+        -----------
+        **keys: Any
+            Key-value pairs to include in the log context during the lifespan of the context manager.
+
+        Example:
+        --------
+        >>> logger = Logger(service="example_service")
+        >>> with logger.append_context_keys(user_id="123", operation="process"):
+        >>>     logger.info("Log with context")
+        >>> logger.info("Log without context")
+        """
+        # Add keys to the context
+        self.append_keys(**additional_keys)
+        try:
+            yield
+        finally:
+            # Remove the keys after exiting the context
+            self.remove_keys(additional_keys.keys())
+
     # These specific thread-safe methods are necessary to manage shared context in concurrent environments.
     # They prevent race conditions and ensure data consistency across multiple threads.
     def thread_safe_append_keys(self, **additional_keys) -> None:
diff --git a/aws_lambda_powertools/logging/logger.py b/aws_lambda_powertools/logging/logger.py
index acefe9757c6..c242f5c9bd4 100644
--- a/aws_lambda_powertools/logging/logger.py
+++ b/aws_lambda_powertools/logging/logger.py
@@ -7,16 +7,8 @@
 import random
 import sys
 import warnings
-from typing import (
-    IO,
-    TYPE_CHECKING,
-    Any,
-    Callable,
-    Iterable,
-    Mapping,
-    TypeVar,
-    overload,
-)
+from contextlib import contextmanager
+from typing import IO, TYPE_CHECKING, Any, Callable, Generator, Iterable, Mapping, TypeVar, overload
 
 from aws_lambda_powertools.logging.constants import (
     LOGGER_ATTRIBUTE_PRECONFIGURED,
@@ -589,6 +581,26 @@ def get_current_keys(self) -> dict[str, Any]:
     def remove_keys(self, keys: Iterable[str]) -> None:
         self.registered_formatter.remove_keys(keys)
 
+    @contextmanager
+    def append_context_keys(self, **additional_keys: Any) -> Generator[None, None, None]:
+        """
+        Context manager to temporarily add logging keys.
+
+        Parameters:
+        -----------
+        **keys: Any
+            Key-value pairs to include in the log context during the lifespan of the context manager.
+
+        Example:
+        --------
+        >>> logger = Logger(service="example_service")
+        >>> with logger.append_context_keys(user_id="123", operation="process"):
+        >>>     logger.info("Log with context")
+        >>> logger.info("Log without context")
+        """
+        with self.registered_formatter.append_context_keys(**additional_keys):
+            yield
+
     # These specific thread-safe methods are necessary to manage shared context in concurrent environments.
     # They prevent race conditions and ensure data consistency across multiple threads.
     def thread_safe_append_keys(self, **additional_keys: object) -> None:
diff --git a/aws_lambda_powertools/shared/version.py b/aws_lambda_powertools/shared/version.py
index fb8effa0707..0dc016570a1 100644
--- a/aws_lambda_powertools/shared/version.py
+++ b/aws_lambda_powertools/shared/version.py
@@ -1,3 +1,3 @@
 """Exposes version constant to avoid circular dependencies."""
 
-VERSION = "3.4.1a10"
+VERSION = "3.5.0"
diff --git a/aws_lambda_powertools/utilities/data_classes/__init__.py b/aws_lambda_powertools/utilities/data_classes/__init__.py
index 9952fadb9ae..8d20de7d192 100644
--- a/aws_lambda_powertools/utilities/data_classes/__init__.py
+++ b/aws_lambda_powertools/utilities/data_classes/__init__.py
@@ -45,6 +45,7 @@
 from .ses_event import SESEvent
 from .sns_event import SNSEvent
 from .sqs_event import SQSEvent
+from .transfer_family_event import TransferFamilyAuthorizer, TransferFamilyAuthorizerResponse
 from .vpc_lattice import VPCLatticeEvent, VPCLatticeEventV2
 
 __all__ = [
@@ -87,4 +88,6 @@
     "VPCLatticeEvent",
     "VPCLatticeEventV2",
     "CloudFormationCustomResourceEvent",
+    "TransferFamilyAuthorizerResponse",
+    "TransferFamilyAuthorizer",
 ]
diff --git a/aws_lambda_powertools/utilities/data_classes/transfer_family_event.py b/aws_lambda_powertools/utilities/data_classes/transfer_family_event.py
new file mode 100644
index 00000000000..eecc425e527
--- /dev/null
+++ b/aws_lambda_powertools/utilities/data_classes/transfer_family_event.py
@@ -0,0 +1,190 @@
+from __future__ import annotations
+
+from typing import Any, Literal
+
+from aws_lambda_powertools.utilities.data_classes.common import (
+    DictWrapper,
+)
+
+
+class TransferFamilyAuthorizer(DictWrapper):
+    @property
+    def username(self) -> str:
+        """The username used for authentication"""
+        return self["username"]
+
+    @property
+    def password(self) -> str | None:
+        """
+        The password used for authentication.
+        None in case customer authenticating with certificates
+        """
+        return self["password"]
+
+    @property
+    def protocol(self) -> str:
+        """The protocol can be SFTP, FTP or FTPS"""
+        return self["protocol"]
+
+    @property
+    def server_id(self) -> str:
+        """The AWS Transfer Family ServerID"""
+        return self["serverId"]
+
+    @property
+    def source_ip(self) -> str:
+        """The customer IP used for connection"""
+        return self["sourceIp"]
+
+
+class TransferFamilyAuthorizerResponse:
+
+    def _build_authentication_response(
+        self,
+        role_arn: str,
+        policy: str | None = None,
+        home_directory: str | None = None,
+        home_directory_details: dict | None = None,
+        home_directory_type: Literal["LOGICAL", "PATH"] = "PATH",
+        user_gid: int | None = None,
+        user_uid: int | None = None,
+        public_keys: str | None = None,
+    ) -> dict[str, Any]:
+
+        response: dict[str, Any] = {}
+
+        if home_directory_type == "PATH":
+            if not home_directory:
+                raise ValueError("home_directory must be set when home_directory_type is PATH")
+
+            response["HomeDirectory"] = home_directory
+        elif home_directory_type == "LOGICAL":
+            if not home_directory_details:
+                raise ValueError("home_directory_details must be set when home_directory_type is LOGICAL")
+
+            response["HomeDirectoryDetails"] = [home_directory_details]
+
+        else:
+            raise ValueError(f"Invalid home_directory_type: {home_directory_type}")
+
+        if user_uid is not None:
+            response["PosixProfile"] = {"Gid": user_gid, "Uid": user_gid}
+
+        if policy:
+            response["Policy"] = policy
+
+        if public_keys:
+            response["PublicKeys"] = public_keys
+
+        response["Role"] = role_arn
+        response["HomeDirectoryType"] = home_directory_type
+
+        return response
+
+    def build_authentication_response_efs(
+        self,
+        role_arn: str,
+        user_gid: int,
+        user_uid: int,
+        policy: str | None = None,
+        home_directory: str | None = None,
+        home_directory_details: dict | None = None,
+        home_directory_type: Literal["LOGICAL", "PATH"] = "PATH",
+        public_keys: str | None = None,
+    ) -> dict[str, Any]:
+        """
+        Build an authentication response for AWS Transfer Family using EFS (Elastic File System).
+
+        Parameters:
+        -----------
+        role_arn : str
+            The Amazon Resource Name (ARN) of the IAM role.
+        user_gid : int
+            The group ID of the user.
+        user_uid : int
+            The user ID.
+        policy : str | None, optional
+            The IAM policy document. Defaults to None.
+        home_directory : str | None, optional
+            The home directory path. Required if home_directory_type is "PATH". Defaults to None.
+        home_directory_details : dict | None, optional
+            Details of the home directory. Required if home_directory_type is "LOGICAL". Defaults to None.
+        home_directory_type : Literal["LOGICAL", "PATH"], optional
+            The type of home directory. Must be either "LOGICAL" or "PATH". Defaults to "PATH".
+        public_keys : str | None, optional
+            The public keys associated with the user. Defaults to None.
+
+        Returns:
+        --------
+        dict[str, Any]
+            A dictionary containing the authentication response with various details such as
+            role ARN, policy, home directory information, and user details.
+
+        Raises:
+        -------
+        ValueError
+            If an invalid home_directory_type is provided or if required parameters are missing
+            for the specified home_directory_type.
+        """
+
+        return self._build_authentication_response(
+            role_arn=role_arn,
+            policy=policy,
+            home_directory=home_directory,
+            home_directory_details=home_directory_details,
+            home_directory_type=home_directory_type,
+            public_keys=public_keys,
+            user_gid=user_gid,
+            user_uid=user_uid,
+        )
+
+    def build_authentication_response_s3(
+        self,
+        role_arn: str,
+        policy: str | None = None,
+        home_directory: str | None = None,
+        home_directory_details: dict | None = None,
+        home_directory_type: Literal["LOGICAL", "PATH"] = "PATH",
+        public_keys: str | None = None,
+    ) -> dict[str, Any]:
+        """
+        Build an authentication response for Amazon S3.
+
+        This method constructs an authentication response tailored for S3 access,
+        likely by calling an internal method with the provided parameters.
+
+        Parameters:
+        -----------
+        role_arn : str
+            The Amazon Resource Name (ARN) of the IAM role for S3 access.
+        policy : str | None, optional
+            The IAM policy document for S3 access. Defaults to None.
+        home_directory : str | None, optional
+            The home directory path in S3. Required if home_directory_type is "PATH". Defaults to None.
+        home_directory_details : dict | None, optional
+            Details of the home directory in S3. Required if home_directory_type is "LOGICAL". Defaults to None.
+        home_directory_type : Literal["LOGICAL", "PATH"], optional
+            The type of home directory in S3. Must be either "LOGICAL" or "PATH". Defaults to "PATH".
+        public_keys : str | None, optional
+            The public keys associated with the user for S3 access. Defaults to None.
+
+        Returns:
+        --------
+        dict[str, Any]
+            A dictionary containing the authentication response with various details such as
+            role ARN, policy, home directory information, and potentially other S3-specific attributes.
+
+        Raises:
+        -------
+        ValueError
+            If an invalid home_directory_type is provided or if required parameters are missing
+            for the specified home_directory_type.
+        """
+        return self._build_authentication_response(
+            role_arn=role_arn,
+            policy=policy,
+            home_directory=home_directory,
+            home_directory_details=home_directory_details,
+            home_directory_type=home_directory_type,
+            public_keys=public_keys,
+        )
diff --git a/aws_lambda_powertools/utilities/idempotency/base.py b/aws_lambda_powertools/utilities/idempotency/base.py
index 6978cd778de..0841fb7500f 100644
--- a/aws_lambda_powertools/utilities/idempotency/base.py
+++ b/aws_lambda_powertools/utilities/idempotency/base.py
@@ -74,6 +74,7 @@ def __init__(
         config: IdempotencyConfig,
         persistence_store: BasePersistenceLayer,
         output_serializer: BaseIdempotencySerializer | None = None,
+        key_prefix: str | None = None,
         function_args: tuple | None = None,
         function_kwargs: dict | None = None,
     ):
@@ -91,6 +92,8 @@ def __init__(
         output_serializer: BaseIdempotencySerializer | None
             Serializer to transform the data to and from a dictionary.
             If not supplied, no serialization is done via the NoOpSerializer
+        key_prefix: str | Optional
+            Custom prefix for idempotency key: key_prefix#hash
         function_args: tuple | None
             Function arguments
         function_kwargs: dict | None
@@ -102,8 +105,14 @@ def __init__(
         self.fn_args = function_args
         self.fn_kwargs = function_kwargs
         self.config = config
+        self.key_prefix = key_prefix
+
+        persistence_store.configure(
+            config=config,
+            function_name=f"{self.function.__module__}.{self.function.__qualname__}",
+            key_prefix=self.key_prefix,
+        )
 
-        persistence_store.configure(config, f"{self.function.__module__}.{self.function.__qualname__}")
         self.persistence_store = persistence_store
 
     def handle(self) -> Any:
diff --git a/aws_lambda_powertools/utilities/idempotency/idempotency.py b/aws_lambda_powertools/utilities/idempotency/idempotency.py
index 401820b3e54..1305d0a5405 100644
--- a/aws_lambda_powertools/utilities/idempotency/idempotency.py
+++ b/aws_lambda_powertools/utilities/idempotency/idempotency.py
@@ -40,6 +40,7 @@ def idempotent(
     context: LambdaContext,
     persistence_store: BasePersistenceLayer,
     config: IdempotencyConfig | None = None,
+    key_prefix: str | None = None,
     **kwargs,
 ) -> Any:
     """
@@ -57,6 +58,8 @@ def idempotent(
         Instance of BasePersistenceLayer to store data
     config: IdempotencyConfig
         Configuration
+    key_prefix: str | Optional
+        Custom prefix for idempotency key: key_prefix#hash
 
     Examples
     --------
@@ -94,6 +97,7 @@ def idempotent(
         function_payload=event,
         config=config,
         persistence_store=persistence_store,
+        key_prefix=key_prefix,
         function_args=args,
         function_kwargs=kwargs,
     )
@@ -108,6 +112,7 @@ def idempotent_function(
     persistence_store: BasePersistenceLayer,
     config: IdempotencyConfig | None = None,
     output_serializer: BaseIdempotencySerializer | type[BaseIdempotencyModelSerializer] | None = None,
+    key_prefix: str | None = None,
     **kwargs: Any,
 ) -> Any:
     """
@@ -128,6 +133,8 @@ def idempotent_function(
             If not supplied, no serialization is done via the NoOpSerializer.
             In case a serializer of type inheriting BaseIdempotencyModelSerializer is given,
             the serializer is derived from the function return type.
+    key_prefix: str | Optional
+        Custom prefix for idempotency key: key_prefix#hash
 
     Examples
     --------
@@ -154,6 +161,7 @@ def process_order(customer_id: str, order: dict, **kwargs):
                 persistence_store=persistence_store,
                 config=config,
                 output_serializer=output_serializer,
+                key_prefix=key_prefix,
                 **kwargs,
             ),
         )
@@ -191,6 +199,7 @@ def decorate(*args, **kwargs):
             config=config,
             persistence_store=persistence_store,
             output_serializer=output_serializer,
+            key_prefix=key_prefix,
             function_args=args,
             function_kwargs=kwargs,
         )
diff --git a/aws_lambda_powertools/utilities/idempotency/persistence/base.py b/aws_lambda_powertools/utilities/idempotency/persistence/base.py
index 6cdf534b6e2..2803e6f0f3a 100644
--- a/aws_lambda_powertools/utilities/idempotency/persistence/base.py
+++ b/aws_lambda_powertools/utilities/idempotency/persistence/base.py
@@ -54,7 +54,12 @@ def __init__(self):
         self.use_local_cache = False
         self.hash_function = hashlib.md5
 
-    def configure(self, config: IdempotencyConfig, function_name: str | None = None) -> None:
+    def configure(
+        self,
+        config: IdempotencyConfig,
+        function_name: str | None = None,
+        key_prefix: str | None = None,
+    ) -> None:
         """
         Initialize the base persistence layer from the configuration settings
 
@@ -64,8 +69,12 @@ def configure(self, config: IdempotencyConfig, function_name: str | None = None)
             Idempotency configuration settings
         function_name: str, Optional
             The name of the function being decorated
+        key_prefix: str | Optional
+            Custom prefix for idempotency key: key_prefix#hash
         """
-        self.function_name = f"{os.getenv(constants.LAMBDA_FUNCTION_NAME_ENV, 'test-func')}.{function_name or ''}"
+        self.function_name = (
+            key_prefix or f"{os.getenv(constants.LAMBDA_FUNCTION_NAME_ENV, 'test-func')}.{function_name or ''}"
+        )
 
         if self.configured:
             # Prevent being reconfigured multiple times
@@ -75,9 +84,7 @@ def configure(self, config: IdempotencyConfig, function_name: str | None = None)
         self.event_key_jmespath = config.event_key_jmespath
         if config.event_key_jmespath:
             self.event_key_compiled_jmespath = jmespath.compile(config.event_key_jmespath)
-        self.jmespath_options = config.jmespath_options
-        if not self.jmespath_options:
-            self.jmespath_options = {"custom_functions": PowertoolsFunctions()}
+        self.jmespath_options = config.jmespath_options or {"custom_functions": PowertoolsFunctions()}
         if config.payload_validation_jmespath:
             self.validation_key_jmespath = jmespath.compile(config.payload_validation_jmespath)
             self.payload_validation_enabled = True
diff --git a/aws_lambda_powertools/utilities/idempotency/serialization/functions.py b/aws_lambda_powertools/utilities/idempotency/serialization/functions.py
index 72a8d6940c9..b401bd96040 100644
--- a/aws_lambda_powertools/utilities/idempotency/serialization/functions.py
+++ b/aws_lambda_powertools/utilities/idempotency/serialization/functions.py
@@ -5,7 +5,7 @@
 if sys.version_info >= (3, 10):
     from types import UnionType  # Available in Python 3.10+
 else:
-    UnionType = Union  # Fallback for Python 3.8 and 3.9
+    UnionType = Union  # Fallback for Python 3.9
 
 from aws_lambda_powertools.utilities.idempotency.exceptions import (
     IdempotencyModelTypeError,
diff --git a/aws_lambda_powertools/utilities/parser/models/__init__.py b/aws_lambda_powertools/utilities/parser/models/__init__.py
index 7c409ef6b83..8d6be2f40e0 100644
--- a/aws_lambda_powertools/utilities/parser/models/__init__.py
+++ b/aws_lambda_powertools/utilities/parser/models/__init__.py
@@ -109,6 +109,7 @@
 )
 from .sns import SnsModel, SnsNotificationModel, SnsRecordModel
 from .sqs import SqsAttributesModel, SqsModel, SqsMsgAttributeModel, SqsRecordModel
+from .transfer_family import TransferFamilyAuthorizer
 from .vpc_lattice import VpcLatticeModel
 from .vpc_latticev2 import VpcLatticeV2Model
 
@@ -179,6 +180,7 @@
     "SqsAttributesModel",
     "S3SqsEventNotificationModel",
     "S3SqsEventNotificationRecordModel",
+    "TransferFamilyAuthorizer",
     "APIGatewayProxyEventModel",
     "APIGatewayEventRequestContext",
     "APIGatewayEventAuthorizer",
diff --git a/aws_lambda_powertools/utilities/parser/models/apigwv2.py b/aws_lambda_powertools/utilities/parser/models/apigwv2.py
index 943d42a8e01..540e7c1a30b 100644
--- a/aws_lambda_powertools/utilities/parser/models/apigwv2.py
+++ b/aws_lambda_powertools/utilities/parser/models/apigwv2.py
@@ -72,4 +72,4 @@ class APIGatewayProxyEventV2Model(BaseModel):
 class ApiGatewayAuthorizerRequestV2(APIGatewayProxyEventV2Model):
     type: Literal["REQUEST"]
     routeArn: str
-    identitySource: List[str]
+    identitySource: Optional[List[str]] = None
diff --git a/aws_lambda_powertools/utilities/parser/models/transfer_family.py b/aws_lambda_powertools/utilities/parser/models/transfer_family.py
new file mode 100644
index 00000000000..62cb49479bd
--- /dev/null
+++ b/aws_lambda_powertools/utilities/parser/models/transfer_family.py
@@ -0,0 +1,12 @@
+from typing import Literal, Optional
+
+from pydantic import BaseModel, Field
+from pydantic.networks import IPvAnyAddress
+
+
+class TransferFamilyAuthorizer(BaseModel):
+    username: str
+    password: Optional[str] = None
+    protocol: Literal["SFTP", "FTP", "FTPS"]
+    server_id: str = Field(..., alias="serverId")
+    source_ip: IPvAnyAddress = Field(..., alias="sourceIp")
diff --git a/benchmark/template.yaml b/benchmark/template.yaml
index 578f6d61fbe..123c6bf9cb5 100644
--- a/benchmark/template.yaml
+++ b/benchmark/template.yaml
@@ -4,7 +4,7 @@ Transform: AWS::Serverless-2016-10-31
 Globals:
   Function:
     Handler: main.handler
-    Runtime: python3.8
+    Runtime: python3.13
     MemorySize: 128
     Tracing: Active
     Environment:
diff --git a/docs/Dockerfile b/docs/Dockerfile
index fbefcd12263..2da27006b13 100644
--- a/docs/Dockerfile
+++ b/docs/Dockerfile
@@ -1,5 +1,5 @@
 # v9.1.18
-FROM squidfunk/mkdocs-material@sha256:ba73db5ab937632760a59742ba89e199ca6122cfad4ca21d1f27125fefa31a33
+FROM squidfunk/mkdocs-material@sha256:41942f7a2f5163aacd0e866e076d95db4f26550b97d76c1594c04250cbb580e9
 # pip-compile --generate-hashes --output-file=requirements.txt requirements.in
 COPY requirements.txt /tmp/
 RUN pip install --require-hashes -r /tmp/requirements.txt
diff --git a/docs/automation.md b/docs/automation.md
index 35117e44f2a..918a062c11b 100644
--- a/docs/automation.md
+++ b/docs/automation.md
@@ -94,7 +94,7 @@ This is a snapshot of our automated checks at a glance.
 To build and deploy the Lambda Layers, we run a pipeline with the following steps:
 
 * We fetch the latest PyPi release and use it as the source for our layer.
-* We build Python versions ranging from **3.8 to 3.13** for x86_64 and arm64 architectures. This is necessary because we use pre-compiled libraries like **Pydantic** and **Cryptography**, which require specific Python versions for each layer.
+* We build Python versions ranging from **3.9 to 3.13** for x86_64 and arm64 architectures. This is necessary because we use pre-compiled libraries like **Pydantic** and **Cryptography**, which require specific Python versions for each layer.
 * We provide layer distributions for both the **x86_64** and **arm64** architectures.
 * For each Python version, we create a single CDK package containing both x86_64 and arm64 assets to optimize deployment performance.
 
@@ -106,17 +106,13 @@ Next, we deploy these CDK Assets to the beta account across all AWS regions. Onc
 
 ```mermaid
 graph LR
-    Fetch[Fetch PyPi release] --> P38[<strong>Python 3.8</strong>]
-    Fetch --> P39[<strong>Python 3.9</strong>]
+    Fetch[Fetch PyPi release] --> P39[<strong>Python 3.9</strong>]
     Fetch --> P310[<strong>Python 3.10</strong>]
     Fetch --> P311[<strong>Python 3.11</strong>]
     Fetch --> P312[<strong>Python 3.12</strong>]
     Fetch --> P313[<strong>Python 3.13</strong>]
 
     subgraph build ["LAYER BUILD"]
-      P38 --> P38x86[build x86_64]
-      P38 --> P38arm64[build arm64]
-
       P39 --> P39x86[build x86_64]
       P39 --> P39arm64[build arm64]
       P310 --> P310x86[build x86_64]
@@ -127,8 +123,6 @@ graph LR
       P312 --> P312arm64[build arm64]
       P313 --> P313x86[build x86_64]
       P313 --> P313arm64[build arm64]
-      P38x86 --> CDKP1[CDK Package]
-      P38arm64 --> CDKP1[CDK Package]
       P39x86 --> CDKP2[CDK Package]
       P39arm64 --> CDKP2[CDK Package]
       P310x86 --> CDKP3[CDK Package]
@@ -142,7 +136,6 @@ graph LR
     end
 
     subgraph beta ["BETA (all regions)"]
-      CDKP1 --> DeployBeta[Deploy to Beta]
       CDKP2 --> DeployBeta
       CDKP3 --> DeployBeta
       CDKP4 --> DeployBeta
diff --git a/docs/contributing/setup.md b/docs/contributing/setup.md
index 50533fad4b6..5d1430b5079 100644
--- a/docs/contributing/setup.md
+++ b/docs/contributing/setup.md
@@ -25,7 +25,7 @@ graph LR
 Unless you're using the pre-configured Cloud environment, you'll need the following installed:
 
 * [GitHub account](https://github.com/join){target="_blank" rel="nofollow"}. You'll need to be able to fork, clone, and contribute via pull request.
-* [Python 3.8+](https://www.python.org/downloads/){target="_blank" rel="nofollow"}. Pick any version supported in [AWS Lambda runtime](https://docs.aws.amazon.com/lambda/latest/dg/lambda-runtimes.html).
+* [Python 3.9+](https://www.python.org/downloads/){target="_blank" rel="nofollow"}. Pick any version supported in [AWS Lambda runtime](https://docs.aws.amazon.com/lambda/latest/dg/lambda-runtimes.html).
 * [Docker](https://docs.docker.com/engine/install/){target="_blank" rel="nofollow"}. We use it to run documentation linters and non-Python tooling.
 * [Fork the repository](https://github.com/aws-powertools/powertools-lambda-python/fork). You'll work against your fork of this repository.
 
diff --git a/docs/core/event_handler/api_gateway.md b/docs/core/event_handler/api_gateway.md
index 39554c21e40..1f9618839f9 100644
--- a/docs/core/event_handler/api_gateway.md
+++ b/docs/core/event_handler/api_gateway.md
@@ -1103,6 +1103,14 @@ Security schemes are declared at the top-level first. You can reference them glo
 
     1. Using the oauth security scheme defined bellow, scoped to the "admin" role.
 
+=== "Global security schemes and optional security per route"
+
+    ```python title="security_schemes_global_and_optional.py" hl_lines="22 37-46"
+    --8<-- "examples/event_handler_rest/src/security_schemes_global_and_optional.py"
+    ```
+
+    1. To make security optional in a specific route, an empty security requirement ({}) can be included in the array.
+
 OpenAPI 3 lets you describe APIs protected using the following security schemes:
 
 | Security Scheme                                                                                                                                                                         | Type            | Description                                                                                                                                                                                                                                                                         |
diff --git a/docs/core/logger.md b/docs/core/logger.md
index 818d5a6589b..9915f7cc4b4 100644
--- a/docs/core/logger.md
+++ b/docs/core/logger.md
@@ -187,6 +187,25 @@ You can append your own keys to your existing Logger via `append_keys(**addition
 
     This example will add `order_id` if its value is not empty, and in subsequent invocations where `order_id` might not be present it'll remove it from the Logger.
 
+#### append_context_keys method
+
+???+ warning
+	`append_context_keys` is not thread-safe.
+
+The append_context_keys method allows temporary modification of a Logger instance's context without creating a new logger. It's useful for adding context keys to specific workflows while maintaining the logger's overall state and simplicity.
+
+=== "append_context_keys.py"
+
+    ```python hl_lines="7 8"
+    --8<-- "examples/logger/src/append_context_keys.py"
+    ```
+
+=== "append_context_keys_output.json"
+
+    ```json hl_lines="8 9"
+    --8<-- "examples/logger/src/append_context_keys.json"
+    ```
+
 #### ephemeral metadata
 
 You can pass an arbitrary number of keyword arguments (kwargs) to all log level's methods, e.g. `logger.info, logger.warning`.
diff --git a/docs/includes/_layer_homepage_arm64.md b/docs/includes/_layer_homepage_arm64.md
index 9e6282089c4..b92ff1c19be 100644
--- a/docs/includes/_layer_homepage_arm64.md
+++ b/docs/includes/_layer_homepage_arm64.md
@@ -1,206 +1,172 @@
 <!-- markdownlint-disable MD041 MD043 -->
 ??? note "Click to expand and copy any regional Lambda Layer ARN"
 
-    === "Python 3.8"
-
-        | Region               | Layer ARN                                                                                                       |
-        | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:5**{: .copyMe}:clipboard:      |
-
     === "Python 3.9"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:5**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:6**{: .copyMe}:clipboard:      |
 
     === "Python 3.10"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:5**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:6**{: .copyMe}:clipboard:      |
 
     === "Python 3.11"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:5**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:6**{: .copyMe}:clipboard:      |
 
     === "Python 3.12"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6**{: .copyMe}:clipboard:      |
 
     === "Python 3.13"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:5**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-arm64:6**{: .copyMe}:clipboard:      |
diff --git a/docs/includes/_layer_homepage_x86.md b/docs/includes/_layer_homepage_x86.md
index 6776e494d81..6bcc0de4a5b 100644
--- a/docs/includes/_layer_homepage_x86.md
+++ b/docs/includes/_layer_homepage_x86.md
@@ -1,212 +1,177 @@
 <!-- markdownlint-disable MD041 MD043 -->
 ??? note "Click to expand and copy any regional Lambda Layer ARN"
 
-    === "Python 3.8"
-
-        | Region               | Layer ARN                                                                                                 |
-        | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:5**{: .copyMe}:clipboard:      |
-
     === "Python 3.9"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:5**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:6**{: .copyMe}:clipboard:      |
 
     === "Python 3.10"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:5**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:6**{: .copyMe}:clipboard:      |
 
     === "Python 3.11"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:5**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:6**{: .copyMe}:clipboard:      |
 
     === "Python 3.12"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6**{: .copyMe}:clipboard:      |
 
     === "Python 3.13"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:5**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ap-southeast-5`** | **arn:aws:lambda:ap-southeast-5:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:6**{: .copyMe}:clipboard:      |
diff --git a/docs/index.md b/docs/index.md
index c8e083c6457..aff525011f7 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -69,8 +69,8 @@ You can install Powertools for AWS Lambda (Python) using your favorite dependenc
 
     | Architecture | Layer ARN                                                                                                 |
     | ------------ | --------------------------------------------------------------------------------------------------------- |
-    | x86_64          | __arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-{python_version}-x86_64:5__{: .copyMe}:clipboard:       |
-    | ARM          | __arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-{python_version}-arm64:5__{: .copyMe}:clipboard: |
+    | x86_64          | __arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-{python_version}-x86_64:6__{: .copyMe}:clipboard:       |
+    | ARM          | __arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-{python_version}-arm64:6__{: .copyMe}:clipboard: |
 
     === "AWS Console"
 
@@ -205,7 +205,7 @@ You can install Powertools for AWS Lambda (Python) using your favorite dependenc
         You can use AWS CLI to generate a pre-signed URL to download the contents of our Lambda Layer.
 
         ```bash title="AWS CLI command to download Lambda Layer content"
-        aws lambda get-layer-version-by-arn --arn arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5 --region eu-west-1
+        aws lambda get-layer-version-by-arn --arn arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6 --region eu-west-1
         ```
 
         You'll find the pre-signed URL under `Location` key as part of the CLI command output.
@@ -220,15 +220,15 @@ You can install Powertools for AWS Lambda (Python) using your favorite dependenc
 
     | Architecture | Layer ARN                                                                                                 |
     | ------------ | --------------------------------------------------------------------------------------------------------- |
-    | x86_64          | __arn:aws-us-gov:lambda:us-gov-east-1:165087284144:layer:AWSLambdaPowertoolsPythonV3-{python_version}-x86_64:5__{: .copyMe}:clipboard:       |
-    | ARM          | __arn:aws-us-gov:lambda:us-gov-east-1:165087284144:layer:AWSLambdaPowertoolsPythonV3-{python_version}-arm64:5__{: .copyMe}:clipboard: |
+    | x86_64          | __arn:aws-us-gov:lambda:us-gov-east-1:165087284144:layer:AWSLambdaPowertoolsPythonV3-{python_version}-x86_64:6__{: .copyMe}:clipboard:       |
+    | ARM          | __arn:aws-us-gov:lambda:us-gov-east-1:165087284144:layer:AWSLambdaPowertoolsPythonV3-{python_version}-arm64:6__{: .copyMe}:clipboard: |
 
     **AWS GovCloud (us-gov-west-1)**
 
     | Architecture | Layer ARN                                                                                                 |
     | ------------ | --------------------------------------------------------------------------------------------------------- |
-    | x86_64          | __arn:aws-us-gov:lambda:us-gov-west-1:165093116878:layer:AWSLambdaPowertoolsPythonV3-{python_version}-x86_64:5__{: .copyMe}:clipboard:       |
-    | ARM          | __arn:aws-us-gov:lambda:us-gov-west-1:165093116878:layer:AWSLambdaPowertoolsPythonV3-{python_version}-arm64:5__{: .copyMe}:clipboard: |
+    | x86_64          | __arn:aws-us-gov:lambda:us-gov-west-1:165093116878:layer:AWSLambdaPowertoolsPythonV3-{python_version}-x86_64:6__{: .copyMe}:clipboard:       |
+    | ARM          | __arn:aws-us-gov:lambda:us-gov-west-1:165093116878:layer:AWSLambdaPowertoolsPythonV3-{python_version}-arm64:6__{: .copyMe}:clipboard: |
 
 === "Serverless Application Repository (SAR)"
 
@@ -306,7 +306,7 @@ In this context, `[aws-sdk]` is an alias to the `boto3` package. Due to dependen
 
 ### Lambda Layer
 
-[Lambda Layer](https://docs.aws.amazon.com/lambda/latest/dg/configuration-layers.html){target="_blank"} is a .zip file archive that can contain additional code, pre-packaged dependencies, data,  or configuration files. We compile and optimize [all dependencies](#install) for Python versions from **3.8 to 3.13**, as well as for both **arm64 and x86_64** architectures, to ensure compatibility. We also remove duplicate dependencies [already available in the Lambda runtime](https://github.com/aws-powertools/powertools-lambda-layer-cdk/blob/d24716744f7d1f37617b4998c992c4c067e19e64/layer/Python/Dockerfile#L36){target="_blank"} to achieve the most optimal size.
+[Lambda Layer](https://docs.aws.amazon.com/lambda/latest/dg/configuration-layers.html){target="_blank"} is a .zip file archive that can contain additional code, pre-packaged dependencies, data,  or configuration files. We compile and optimize [all dependencies](#install) for Python versions from **3.9 to 3.13**, as well as for both **arm64 and x86_64** architectures, to ensure compatibility. We also remove duplicate dependencies [already available in the Lambda runtime](https://github.com/aws-powertools/powertools-lambda-layer-cdk/blob/d24716744f7d1f37617b4998c992c4c067e19e64/layer/Python/Dockerfile#L36){target="_blank"} to achieve the most optimal size.
 
 === "x86_64"
     --8<-- "docs/includes/_layer_homepage_x86.md"
@@ -319,7 +319,7 @@ In this context, `[aws-sdk]` is an alias to the `boto3` package. Due to dependen
 The pre-signed URL to download this Lambda Layer will be within `Location` key in the CLI output. The CLI output will also contain the Powertools for AWS Lambda version it contains.
 
 ```bash title="AWS CLI command to download Lambda Layer content"
-aws lambda get-layer-version-by-arn --arn arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5 --region eu-west-1
+aws lambda get-layer-version-by-arn --arn arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6 --region eu-west-1
 ```
 
 #### SAR
diff --git a/docs/media/utilities_data_classes.png b/docs/media/utilities_data_classes.png
index 94ed83bde97..bb224772355 100644
Binary files a/docs/media/utilities_data_classes.png and b/docs/media/utilities_data_classes.png differ
diff --git a/docs/upgrade.md b/docs/upgrade.md
index 269c6e2b1d0..43243741103 100644
--- a/docs/upgrade.md
+++ b/docs/upgrade.md
@@ -31,7 +31,7 @@ We've made minimal breaking changes to make your transition to v3 as smooth as p
 
 Before you start, we suggest making a copy of your current working project or create a new branch with git.
 
-1. **Upgrade** Python to at least v3.8.
+1. **Upgrade** Python to at least v3.9.
 2. **Ensure** you have the latest version via [Lambda Layer or PyPi](index.md#install){target="_blank"}.
 3. **Review** the following sections to confirm if you need to make changes to your code.
 
@@ -108,7 +108,7 @@ We have stopped exporting Pydantic objects directly from `aws_lambda_powertools.
 
 !!! note "No code changes required"
 
-To give you better a better experience, we're now building Powertools for AWS Lambda (Python)'s Lambda layers for specific Python versions (`3.8-3.13`) and architectures (`x86_64` & `arm64`).
+To give you better a better experience, we're now building Powertools for AWS Lambda (Python)'s Lambda layers for specific Python versions (`3.9-3.13`) and architectures (`x86_64` & `arm64`).
 
 This also allows us to include architecture-specific versions of both Pydantic v2 and AWS Encryption SDK and give you a more streamlined setup.
 
@@ -116,13 +116,11 @@ To take advantage of the new layers, you need to update your functions or deploy
 
 | Architecture | Python version | Layer ARN                                                                                           |
 | ------------ | -------------- | --------------------------------------------------------------------------------------------------- |
-| x86_64       | 3.8            | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:{version}    |
 | x86_64       | 3.9            | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:{version}    |
 | x86_64       | 3.10           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:{version}   |
 | x86_64       | 3.11           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:{version}   |
 | x86_64       | 3.12           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:{version}   |
 | x86_64       | 3.13           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python313-x86_64:{version}   |
-| arm64        | 3.8            | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:{version}     |
 | arm64        | 3.9            | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:{version}     |
 | arm64        | 3.10           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:{version}    |
 | arm64        | 3.11           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:{version}    |
@@ -290,7 +288,7 @@ def handler(event: dict, context: LambdaContext) -> dict:
 
 We refactored our codebase to align with Python guidelines and eliminated the use of `aws_lambda_powertools.shared.types` imports.
 
-Instead, we now utilize types from the standard `typing` library, which are compatible with Python versions 3.8 and above, or from `typing_extensions` (included as a required dependency) for additional type support.
+Instead, we now utilize types from the standard `typing` library, which are compatible with Python versions 3.9 and above, or from `typing_extensions` (included as a required dependency) for additional type support.
 
 ```diff
 -# BEFORE - v2
diff --git a/docs/utilities/data_classes.md b/docs/utilities/data_classes.md
index 4cd738fad70..5d102e69784 100644
--- a/docs/utilities/data_classes.md
+++ b/docs/utilities/data_classes.md
@@ -5,115 +5,107 @@ description: Utility
 
 <!-- markdownlint-disable MD043 -->
 
-Event Source Data Classes utility provides classes self-describing Lambda event sources.
+Event Source Data Classes provides self-describing and strongly-typed classes for various AWS Lambda event sources.
 
 ## Key features
 
 * Type hinting and code completion for common event types
 * Helper functions for decoding/deserializing nested fields
 * Docstrings for fields contained in event schemas
-
-**Background**
-
-When authoring Lambda functions, you often need to understand the schema of the event dictionary which is passed to the
-handler. There are several common event types which follow a specific schema, depending on the service triggering the
-Lambda function.
+* Standardized attribute-based access to event properties
 
 ## Getting started
 
-### Utilizing the data classes
+???+ tip
+    All examples shared in this documentation are available within the [project repository](https://github.com/aws-powertools/powertools-lambda-python/tree/develop/examples){target="_blank"}.
+
+There are two ways to use Event Source Data Classes in your Lambda functions.
 
-The classes are initialized by passing in the Lambda event object into the constructor of the appropriate data class or
-by using the `event_source` decorator.
+**Method 1: Direct Initialization**
 
-For example, if your Lambda function is being triggered by an API Gateway proxy integration, you can use the
-`APIGatewayProxyEvent` class.
+You can initialize the appropriate data class by passing the Lambda event object to its constructor.
 
 === "app.py"
 
     ```python hl_lines="1 4"
-    from aws_lambda_powertools.utilities.data_classes import APIGatewayProxyEvent
-
-    def lambda_handler(event: dict, context):
-        event = APIGatewayProxyEvent(event)
-        if 'helloworld' in event.path and event.http_method == 'GET':
-            do_something_with(event.body, user)
+    --8<-- "examples/event_sources/src/getting_started_data_classes.py"
     ```
 
-Same example as above, but using the `event_source` decorator
-
-=== "app.py"
-
-    ```python hl_lines="1 3"
-    from aws_lambda_powertools.utilities.data_classes import event_source, APIGatewayProxyEvent
+=== "API Gateway Proxy Example Event"
 
-    @event_source(data_class=APIGatewayProxyEvent)
-    def lambda_handler(event: APIGatewayProxyEvent, context):
-        if 'helloworld' in event.path and event.http_method == 'GET':
-            do_something_with(event.body, user)
+    ```json hl_lines="3-4"
+    --8<-- "examples/event_sources/events/apigw_event.json"
     ```
 
-Log Data Event for Troubleshooting
+**Method 2: Using the event_source Decorator**
+
+Alternatively, you can use the `event_source` decorator to automatically parse the event.
 
 === "app.py"
 
-    ```python hl_lines="4 8"
-    from aws_lambda_powertools.utilities.data_classes import event_source, APIGatewayProxyEvent
-    from aws_lambda_powertools.logging.logger import Logger
+    ```python hl_lines="1 4"
+    --8<-- "examples/event_sources/src/apigw_proxy_decorator.py"
+    ```
 
-    logger = Logger(service="hello_logs", level="DEBUG")
+=== "API Gateway Proxy Example Event"
 
-    @event_source(data_class=APIGatewayProxyEvent)
-    def lambda_handler(event: APIGatewayProxyEvent, context):
-        logger.debug(event)
+    ```json hl_lines="3-4"
+    --8<-- "examples/event_sources/events/apigw_event.json"
     ```
 
-**Autocomplete with self-documented properties and methods**
+### Autocomplete with self-documented properties and methods
+
+Event Source Data Classes has the ability to leverage IDE autocompletion and inline documentation.
+When using the APIGatewayProxyEvent class, for example, the IDE will offer autocomplete suggestions for various properties and methods.
 
 ![Utilities Data Classes](../media/utilities_data_classes.png)
 
 ## Supported event sources
 
-| Event Source                                                                  | Data_class                                         |
-|-------------------------------------------------------------------------------|----------------------------------------------------|
-| [Active MQ](#active-mq)                                                       | `ActiveMQEvent`                                    |
-| [API Gateway Authorizer](#api-gateway-authorizer)                             | `APIGatewayAuthorizerRequestEvent`                 |
-| [API Gateway Authorizer V2](#api-gateway-authorizer-v2)                       | `APIGatewayAuthorizerEventV2`                      |
-| [API Gateway Proxy](#api-gateway-proxy)                                       | `APIGatewayProxyEvent`                             |
-| [API Gateway Proxy V2](#api-gateway-proxy-v2)                                 | `APIGatewayProxyEventV2`                           |
-| [Application Load Balancer](#application-load-balancer)                       | `ALBEvent`                                         |
-| [AppSync Authorizer](#appsync-authorizer)                                     | `AppSyncAuthorizerEvent`                           |
-| [AppSync Resolver](#appsync-resolver)                                         | `AppSyncResolverEvent`                             |
-| [AWS Config Rule](#aws-config-rule)                                           | `AWSConfigRuleEvent`                               |
-| [Bedrock Agent](#bedrock-agent)                                               | `BedrockAgent`                                     |
-| [CloudFormation Custom Resource](#cloudformation-custom-resource)             | `CloudFormationCustomResourceEvent`                |
-| [CloudWatch Alarm State Change Action](#cloudwatch-alarm-state-change-action) | `CloudWatchAlarmEvent`                             |
-| [CloudWatch Dashboard Custom Widget](#cloudwatch-dashboard-custom-widget)     | `CloudWatchDashboardCustomWidgetEvent`             |
-| [CloudWatch Logs](#cloudwatch-logs)                                           | `CloudWatchLogsEvent`                              |
-| [CodeDeploy Lifecycle Hook](#codedeploy-lifecycle-hook)                       | `CodeDeployLifecycleHookEvent`                     |
-| [CodePipeline Job Event](#codepipeline-job)                                   | `CodePipelineJobEvent`                             |
-| [Cognito User Pool](#cognito-user-pool)                                       | Multiple available under `cognito_user_pool_event` |
-| [Connect Contact Flow](#connect-contact-flow)                                 | `ConnectContactFlowEvent`                          |
-| [DynamoDB streams](#dynamodb-streams)                                         | `DynamoDBStreamEvent`, `DynamoDBRecordEventName`   |
-| [EventBridge](#eventbridge)                                                   | `EventBridgeEvent`                                 |
-| [Kafka](#kafka)                                                               | `KafkaEvent`                                       |
-| [Kinesis Data Stream](#kinesis-streams)                                       | `KinesisStreamEvent`                               |
-| [Kinesis Firehose Delivery Stream](#kinesis-firehose-delivery-stream)         | `KinesisFirehoseEvent`                             |
-| [Lambda Function URL](#lambda-function-url)                                   | `LambdaFunctionUrlEvent`                           |
-| [Rabbit MQ](#rabbit-mq)                                                       | `RabbitMQEvent`                                    |
-| [S3](#s3)                                                                     | `S3Event`                                          |
-| [S3 Batch Operations](#s3-batch-operations)                                   | `S3BatchOperationEvent`                            |
-| [S3 Object Lambda](#s3-object-lambda)                                         | `S3ObjectLambdaEvent`                              |
-| [S3 EventBridge Notification](#s3-eventbridge-notification)                   | `S3EventBridgeNotificationEvent`                   |
-| [SES](#ses)                                                                   | `SESEvent`                                         |
-| [SNS](#sns)                                                                   | `SNSEvent`                                         |
-| [SQS](#sqs)                                                                   | `SQSEvent`                                         |
-| [VPC Lattice V2](#vpc-lattice-v2)                                             | `VPCLatticeV2Event`                                |
-| [VPC Lattice V1](#vpc-lattice-v1)                                             | `VPCLatticeEvent`                                  |
+Each event source is linked to its corresponding GitHub file with the full set of properties, methods, and docstrings specific to each event type.
+
+| Event Source | Data_class | Properties |
+|--------------|------------|------------|
+| [Active MQ](#active-mq) | `ActiveMQEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/active_mq_event.py) |
+| [API Gateway Authorizer](#api-gateway-authorizer) | `APIGatewayAuthorizerRequestEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/api_gateway_authorizer_event.py) |
+| [API Gateway Authorizer V2](#api-gateway-authorizer-v2) | `APIGatewayAuthorizerEventV2` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/api_gateway_authorizer_event.py) |
+| [API Gateway Proxy](#api-gateway-proxy) | `APIGatewayProxyEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/api_gateway_proxy_event.py) |
+| [API Gateway Proxy V2](#api-gateway-proxy-v2) | `APIGatewayProxyEventV2` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/api_gateway_proxy_event.py) |
+| [Application Load Balancer](#application-load-balancer) | `ALBEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/alb_event.py) |
+| [AppSync Authorizer](#appsync-authorizer) | `AppSyncAuthorizerEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/appsync_authorizer_event.py) |
+| [AppSync Resolver](#appsync-resolver) | `AppSyncResolverEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/appsync_resolver_event.py) |
+| [AWS Config Rule](#aws-config-rule) | `AWSConfigRuleEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/aws_config_rule_event.py) |
+| [Bedrock Agent](#bedrock-agent) | `BedrockAgent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/bedrock_agent_event.py) |
+| [CloudFormation Custom Resource](#cloudformation-custom-resource) | `CloudFormationCustomResourceEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/cloudformation_custom_resource_event.py) |
+| [CloudWatch Alarm State Change Action](#cloudwatch-alarm-state-change-action) | `CloudWatchAlarmEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/cloud_watch_alarm_event.py) |
+| [CloudWatch Dashboard Custom Widget](#cloudwatch-dashboard-custom-widget) | `CloudWatchDashboardCustomWidgetEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/cloud_watch_custom_widget_event.py) |
+| [CloudWatch Logs](#cloudwatch-logs) | `CloudWatchLogsEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/cloud_watch_logs_event.py) |
+| [CodeDeploy Lifecycle Hook](#codedeploy-lifecycle-hook) | `CodeDeployLifecycleHookEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/code_deploy_lifecycle_hook_event.py) |
+| [CodePipeline Job Event](#codepipeline-job) | `CodePipelineJobEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/code_pipeline_job_event.py) |
+| [Cognito User Pool](#cognito-user-pool) | Multiple available under `cognito_user_pool_event` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/cognito_user_pool_event.py) |
+| [Connect Contact Flow](#connect-contact-flow) | `ConnectContactFlowEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/connect_contact_flow_event.py) |
+| [DynamoDB streams](#dynamodb-streams) | `DynamoDBStreamEvent`, `DynamoDBRecordEventName` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/dynamo_db_stream_event.py) |
+| [EventBridge](#eventbridge) | `EventBridgeEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/event_bridge_event.py) |
+| [Kafka](#kafka) | `KafkaEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/kafka_event.py) |
+| [Kinesis Data Stream](#kinesis-streams) | `KinesisStreamEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/kinesis_stream_event.py) |
+| [Kinesis Firehose Delivery Stream](#kinesis-firehose-delivery-stream) | `KinesisFirehoseEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/kinesis_firehose_event.py) |
+| [Lambda Function URL](#lambda-function-url) | `LambdaFunctionUrlEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/lambda_function_url_event.py) |
+| [Rabbit MQ](#rabbit-mq) | `RabbitMQEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/rabbit_mq_event.py) |
+| [S3](#s3) | `S3Event` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/s3_event.py) |
+| [S3 Batch Operations](#s3-batch-operations) | `S3BatchOperationEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/s3_batch_operation_event.py) |
+| [S3 Object Lambda](#s3-object-lambda) | `S3ObjectLambdaEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/s3_object_event.py) |
+| [S3 EventBridge Notification](#s3-eventbridge-notification) | `S3EventBridgeNotificationEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/s3_event.py) |
+| [SES](#ses) | `SESEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/ses_event.py) |
+| [SNS](#sns) | `SNSEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/sns_event.py) |
+| [SQS](#sqs) | `SQSEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/sqs_event.py) |
+| [TransferFamilyAuthorizer]                                                    | `TransferFamilyAuthorizer`                         | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/transfer_family_event.py) |
+| [TransferFamilyAuthorizerResponse]                                            | `TransferFamilyAuthorizerResponse`                 | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/transfer_family_event.py) |
+| [VPC Lattice V2](#vpc-lattice-v2) | `VPCLatticeV2Event` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/vpc_lattice.py) |
+| [VPC Lattice V1](#vpc-lattice-v1) | `VPCLatticeEvent` | [Github](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/aws_lambda_powertools/utilities/data_classes/vpc_lattice.py) |
 
 ???+ info
-    The examples provided below are far from exhaustive - the data classes themselves are designed to provide a form of
-    documentation inherently (via autocompletion, types and docstrings).
+    The examples showcase a subset of Event Source Data Classes capabilities - for comprehensive details, leverage your IDE's
+    autocompletion, refer to type hints and docstrings, and explore the [full API reference](https://docs.powertools.aws.dev/lambda/python/latest/api/utilities/data_classes/) for complete property listings of each event source.
 
 ### Active MQ
 
@@ -123,155 +115,61 @@ for more details.
 
 === "app.py"
 
-    ```python hl_lines="4-5 9-10"
-    from typing import Dict
-
-    from aws_lambda_powertools import Logger
-    from aws_lambda_powertools.utilities.data_classes import event_source
-    from aws_lambda_powertools.utilities.data_classes.active_mq_event import ActiveMQEvent
+    ```python hl_lines="5 10"
+    --8<-- "examples/event_sources/src/active_mq_example.py"
+    ```
 
-    logger = Logger()
+=== "Active MQ Example Event"
 
-    @event_source(data_class=ActiveMQEvent)
-    def lambda_handler(event: ActiveMQEvent, context):
-        for message in event.messages:
-            logger.debug(f"MessageID: {message.message_id}")
-            data: Dict = message.json_data
-            logger.debug("Process json in base64 encoded data str", data)
+    ```json hl_lines="6 9 18 21"
+    --8<-- "tests/events/activeMQEvent.json"
     ```
 
 ### API Gateway Authorizer
 
-> New in 1.20.0
-
 It is used for [API Gateway Rest API Lambda Authorizer payload](https://docs.aws.amazon.com/apigateway/latest/developerguide/apigateway-use-lambda-authorizer.html){target="_blank"}.
 
 Use **`APIGatewayAuthorizerRequestEvent`** for type `REQUEST` and **`APIGatewayAuthorizerTokenEvent`** for type `TOKEN`.
 
-=== "app_type_request.py"
-
-    This example uses the `APIGatewayAuthorizerResponse` to decline a given request if the user is not found.
-
-    When the user is found, it includes the user details in the request context that will be available to the back-end, and returns a full access policy for admin users.
-
-    ```python hl_lines="2-6 29 36-42 47 49"
-    from aws_lambda_powertools.utilities.data_classes import event_source
-    from aws_lambda_powertools.utilities.data_classes.api_gateway_authorizer_event import (
-        DENY_ALL_RESPONSE,
-        APIGatewayAuthorizerRequestEvent,
-        APIGatewayAuthorizerResponse,
-        HttpVerb,
-    )
-    from secrets import compare_digest
-
-
-    def get_user_by_token(token):
-        if compare_digest(token, "admin-foo"):
-            return {"id": 0, "name": "Admin", "isAdmin": True}
-        elif compare_digest(token, "regular-foo"):
-            return {"id": 1, "name": "Joe"}
-        else:
-            return None
-
-
-    @event_source(data_class=APIGatewayAuthorizerRequestEvent)
-    def handler(event: APIGatewayAuthorizerRequestEvent, context):
-        user = get_user_by_token(event.headers["Authorization"])
-
-        if user is None:
-            # No user was found
-            # to return 401 - `{"message":"Unauthorized"}`, but pollutes lambda error count metrics
-            # raise Exception("Unauthorized")
-            # to return 403 - `{"message":"Forbidden"}`
-            return DENY_ALL_RESPONSE
-
-        # parse the `methodArn` as an `APIGatewayRouteArn`
-        arn = event.parsed_arn
-
-        # Create the response builder from parts of the `methodArn`
-        # and set the logged in user id and context
-        policy = APIGatewayAuthorizerResponse(
-            principal_id=user["id"],
-            context=user,
-            region=arn.region,
-            aws_account_id=arn.aws_account_id,
-            api_id=arn.api_id,
-            stage=arn.stage,
-        )
-
-        # Conditional IAM Policy
-        if user.get("isAdmin", False):
-            policy.allow_all_routes()
-        else:
-            policy.allow_route(HttpVerb.GET.value, "/user-profile")
-
-        return policy.asdict()
-    ```
-=== "app_type_token.py"
-
-    ```python hl_lines="2-5 12-18 21 23-24"
-    from aws_lambda_powertools.utilities.data_classes import event_source
-    from aws_lambda_powertools.utilities.data_classes.api_gateway_authorizer_event import (
-        APIGatewayAuthorizerTokenEvent,
-        APIGatewayAuthorizerResponse,
-    )
-
-
-    @event_source(data_class=APIGatewayAuthorizerTokenEvent)
-    def handler(event: APIGatewayAuthorizerTokenEvent, context):
-        arn = event.parsed_arn
-
-        policy = APIGatewayAuthorizerResponse(
-            principal_id="user",
-            region=arn.region,
-            aws_account_id=arn.aws_account_id,
-            api_id=arn.api_id,
-            stage=arn.stage
-        )
-
-        if event.authorization_token == "42":
-            policy.allow_all_routes()
-        else:
-            policy.deny_all_routes()
-        return policy.asdict()
+=== "app.py"
+
+    ```python hl_lines="2-4 8"
+    --8<-- "examples/event_sources/src/apigw_authorizer_request.py"
     ```
 
-### API Gateway Authorizer V2
+=== "API Gateway Authorizer Request Example Event"
 
-> New in 1.20.0
+    ```json hl_lines="3 11"
+    --8<-- "tests/events/apiGatewayAuthorizerRequestEvent.json"
+    ```
 
-It is used for [API Gateway HTTP API Lambda Authorizer payload version 2](https://docs.aws.amazon.com/apigateway/latest/developerguide/http-api-lambda-authorizer.html){target="_blank"}.
-See also [this blog post](https://aws.amazon.com/blogs/compute/introducing-iam-and-lambda-authorizers-for-amazon-api-gateway-http-apis/){target="_blank"} for more details.
+=== "app_token.py"
 
-=== "app.py"
+    ```python hl_lines="2-4 8"
+    --8<-- "examples/event_sources/src/apigw_authorizer_token.py"
+    ```
 
-    This example looks up user details via `x-token` header. It uses `APIGatewayAuthorizerResponseV2` to return a deny policy when user is not found or authorized.
+=== "API Gateway Authorizer Token Example Event"
 
-    ```python hl_lines="2-5 21 24"
-    from aws_lambda_powertools.utilities.data_classes import event_source
-    from aws_lambda_powertools.utilities.data_classes.api_gateway_authorizer_event import (
-        APIGatewayAuthorizerEventV2,
-        APIGatewayAuthorizerResponseV2,
-    )
-    from secrets import compare_digest
+    ```json hl_lines="2 3"
+    --8<-- "tests/events/apiGatewayAuthorizerTokenEvent.json"
+    ```
 
+### API Gateway Authorizer V2
 
-    def get_user_by_token(token):
-        if compare_digest(token, "Foo"):
-            return {"name": "Foo"}
-        return None
+It is used for [API Gateway HTTP API Lambda Authorizer payload version 2](https://docs.aws.amazon.com/apigateway/latest/developerguide/http-api-lambda-authorizer.html){target="_blank"}.
+See also [this blog post](https://aws.amazon.com/blogs/compute/introducing-iam-and-lambda-authorizers-for-amazon-api-gateway-http-apis/){target="_blank"} for more details.
 
+=== "app.py"
 
-    @event_source(data_class=APIGatewayAuthorizerEventV2)
-    def handler(event: APIGatewayAuthorizerEventV2, context):
-        user = get_user_by_token(event.headers["x-token"])
+    ```python hl_lines="4-6 16"
+    --8<-- "examples/event_sources/src/apigw_auth_v2.py"
+    ```
 
-        if user is None:
-            # No user was found, so we return not authorized
-            return APIGatewayAuthorizerResponseV2().asdict()
+=== "API Gateway Authorizer V2 Example Event"
 
-        # Found the user and setting the details in the context
-        return APIGatewayAuthorizerResponseV2(authorize=True, context=user).asdict()
+    ```json
+    --8<-- "tests/events/apiGatewayAuthorizerV2Event.json"
     ```
 
 ### API Gateway Proxy
@@ -280,16 +178,14 @@ It is used for either API Gateway REST API or HTTP API using v1 proxy event.
 
 === "app.py"
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes import event_source, APIGatewayProxyEvent
+    ```python hl_lines="1 4"
+    --8<-- "examples/event_sources/src/apigw_proxy_decorator.py"
+    ```
+
+=== "API Gateway Proxy Example Event"
 
-    @event_source(data_class=APIGatewayProxyEvent)
-    def lambda_handler(event: APIGatewayProxyEvent, context):
-        if "helloworld" in event.path and event.http_method == "GET":
-            request_context = event.request_context
-            identity = request_context.identity
-            user = identity.user
-            do_something_with(event.json_body, user)
+    ```json hl_lines="3 4"
+    --8<-- "examples/event_sources/events/apigw_event.json"
     ```
 
 ### API Gateway Proxy V2
@@ -298,245 +194,126 @@ It is used for HTTP API using v2 proxy event.
 
 === "app.py"
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes import event_source, APIGatewayProxyEventV2
+    ```python hl_lines="1 4"
+    --8<-- "examples/event_sources/src/apigw_proxy_v2.py"
+    ```
+
+=== "API Gateway Proxy V2 Example Event"
 
-    @event_source(data_class=APIGatewayProxyEventV2)
-    def lambda_handler(event: APIGatewayProxyEventV2, context):
-        if "helloworld" in event.path and event.http_method == "POST":
-            do_something_with(event.json_body, event.query_string_parameters)
+    ```json
+    --8<-- "tests/events/apiGatewayProxyV2Event.json"
     ```
 
 ### Application Load Balancer
 
-Is it used for Application load balancer event.
+Is it used for [Application load balancer](https://docs.aws.amazon.com/elasticloadbalancing/latest/application/introduction.html) event.
 
 === "app.py"
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes import event_source, ALBEvent
+    ```python hl_lines="1 4"
+    --8<-- "examples/event_sources/src/albEvent.py"
+    ```
+
+=== "Application Load Balancer Example Event"
 
-    @event_source(data_class=ALBEvent)
-    def lambda_handler(event: ALBEvent, context):
-        if "helloworld" in event.path and event.http_method == "POST":
-            do_something_with(event.json_body, event.query_string_parameters)
+    ```json hl_lines="7 8"
+    --8<-- "tests/events/albEvent.json"
     ```
 
 ### AppSync Authorizer
 
-> New in 1.20.0
-
 Used when building an [AWS_LAMBDA Authorization](https://docs.aws.amazon.com/appsync/latest/devguide/security-authz.html#aws-lambda-authorization){target="_blank"} with AppSync.
 See blog post [Introducing Lambda authorization for AWS AppSync GraphQL APIs](https://aws.amazon.com/blogs/mobile/appsync-lambda-auth/){target="_blank"}
 or read the Amplify documentation on using [AWS Lambda for authorization](https://docs.amplify.aws/lib/graphqlapi/authz/q/platform/js#aws-lambda){target="_blank"} with AppSync.
 
-In this example extract the `requestId` as the `correlation_id` for logging, used `@event_source` decorator and builds the AppSync authorizer using the `AppSyncAuthorizerResponse` helper.
-
 === "app.py"
 
-    ```python
-    from typing import Dict
-
-    from aws_lambda_powertools.logging import correlation_paths
-    from aws_lambda_powertools.logging.logger import Logger
-    from aws_lambda_powertools.utilities.data_classes.appsync_authorizer_event import (
-        AppSyncAuthorizerEvent,
-        AppSyncAuthorizerResponse,
-    )
-    from aws_lambda_powertools.utilities.data_classes.event_source import event_source
-
-    logger = Logger()
-
-
-    def get_user_by_token(token: str):
-        """Look a user by token"""
-        ...
-
-
-    @logger.inject_lambda_context(correlation_id_path=correlation_paths.APPSYNC_AUTHORIZER)
-    @event_source(data_class=AppSyncAuthorizerEvent)
-    def lambda_handler(event: AppSyncAuthorizerEvent, context) -> Dict:
-        user = get_user_by_token(event.authorization_token)
+    ```python hl_lines="5-7 20"
+    --8<-- "examples/event_sources/src/appSyncAuthorizer.py"
+    ```
 
-        if not user:
-            # No user found, return not authorized
-            return AppSyncAuthorizerResponse().asdict()
+=== "AppSync Authorizer Example Event"
 
-        return AppSyncAuthorizerResponse(
-            authorize=True,
-            resolver_context={"id": user.id},
-            # Only allow admins to delete events
-            deny_fields=None if user.is_admin else ["Mutation.deleteEvent"],
-        ).asdict()
+    ```json
+    --8<-- "tests/events/appSyncAuthorizerEvent.json"
     ```
 
 ### AppSync Resolver
 
-> New in 1.12.0
-
 Used when building Lambda GraphQL Resolvers with [Amplify GraphQL Transform Library](https://docs.amplify.aws/cli/graphql-transformer/function){target="_blank"} (`@function`),
 and [AppSync Direct Lambda Resolvers](https://aws.amazon.com/blogs/mobile/appsync-direct-lambda/){target="_blank"}.
 
-In this example, we also use the new Logger `correlation_id` and built-in `correlation_paths` to extract, if available, X-Ray Trace ID in AppSync request headers:
+The example serves as an AppSync resolver for the `locations` field of the `Merchant` type. It uses the `@event_source` decorator to parse the AppSync event, handles pagination and filtering for locations, and demonstrates `AppSyncIdentityCognito`.
 
 === "app.py"
 
-    ```python hl_lines="2-5 12 14 19 21 29-30"
-    from aws_lambda_powertools.logging import Logger, correlation_paths
-    from aws_lambda_powertools.utilities.data_classes.appsync_resolver_event import (
-        AppSyncResolverEvent,
-        AppSyncIdentityCognito
-    )
-
-    logger = Logger()
-
-    def get_locations(name: str = None, size: int = 0, page: int = 0):
-        """Your resolver logic here"""
-
-    @logger.inject_lambda_context(correlation_id_path=correlation_paths.APPSYNC_RESOLVER)
-    def lambda_handler(event, context):
-        event: AppSyncResolverEvent = AppSyncResolverEvent(event)
-
-        # Case insensitive look up of request headers
-        x_forwarded_for = event.headers.get("x-forwarded-for")
-
-        # Support for AppSyncIdentityCognito or AppSyncIdentityIAM identity types
-        assert isinstance(event.identity, AppSyncIdentityCognito)
-        identity: AppSyncIdentityCognito = event.identity
-
-        # Logging with correlation_id
-        logger.debug({
-            "x-forwarded-for": x_forwarded_for,
-            "username": identity.username
-        })
-
-        if event.type_name == "Merchant" and event.field_name == "locations":
-            return get_locations(**event.arguments)
-
-        raise ValueError(f"Unsupported field resolver: {event.field_name}")
-
-    ```
-
-=== "Example AppSync Event"
-
-    ```json hl_lines="2-8 14 19 20"
-    {
-      "typeName": "Merchant",
-      "fieldName": "locations",
-      "arguments": {
-        "page": 2,
-        "size": 1,
-        "name": "value"
-      },
-      "identity": {
-        "claims": {
-          "iat": 1615366261
-          ...
-        },
-        "username": "mike",
-        ...
-      },
-      "request": {
-        "headers": {
-          "x-amzn-trace-id": "Root=1-60488877-0b0c4e6727ab2a1c545babd0",
-          "x-forwarded-for": "127.0.0.1"
-          ...
-        }
-      },
-      ...
-    }
-    ```
-
-=== "Example CloudWatch Log"
-
-    ```json hl_lines="5 6 16"
-    {
-        "level":"DEBUG",
-        "location":"lambda_handler:22",
-        "message":{
-            "x-forwarded-for":"127.0.0.1",
-            "username":"mike"
-        },
-        "timestamp":"2021-03-10 12:38:40,062",
-        "service":"service_undefined",
-        "sampling_rate":0.0,
-        "cold_start":true,
-        "function_name":"func_name",
-        "function_memory_size":512,
-        "function_arn":"func_arn",
-        "function_request_id":"6735a29c-c000-4ae3-94e6-1f1c934f7f94",
-        "correlation_id":"Root=1-60488877-0b0c4e6727ab2a1c545babd0"
-    }
+    ```python hl_lines="2-4 9"
+    --8<-- "examples/event_sources/src/appSyncResolver.py"
+    ```
+
+=== "AppSync Resolver Example Event"
+
+    ```json
+    --8<-- "tests/events/appSyncResolverEvent.json"
     ```
 
 ### AWS Config Rule
 
-=== "aws_config_rule.py"
-    ```python hl_lines="3 11"
+The example utilizes AWSConfigRuleEvent to parse the incoming event. The function logs the message type of the invoking event and returns a simple success response. The example event receives a Scheduled Event Notification, but could also be ItemChanged and Oversized.
+
+=== "app.py"
+    ```python hl_lines="2-3 10"
     --8<-- "examples/event_sources/src/aws_config_rule.py"
     ```
 
-=== "Event - ItemChanged"
+=== "ScheduledNotification Example Event"
     ```json
-    --8<-- "examples/event_sources/src/aws_config_rule_item_changed.json"
-    ```
-=== "Event - Oversized"
-    ```json
-    --8<-- "examples/event_sources/src/aws_config_rule_oversized.json"
-    ```
-=== "Event - ScheduledNotification"
-    ```json
-    --8<-- "examples/event_sources/src/aws_config_rule_scheduled.json"
+    --8<-- "tests/events/awsConfigRuleScheduled.json"
     ```
 
 ### Bedrock Agent
 
+The example handles [Bedrock Agent event](https://aws.amazon.com/bedrock/agents/) with `BedrockAgentEvent` to parse the incoming event. The function logs the action group and input text, then returns a structured response compatible with Bedrock Agent's expected format, including a mock response body.
+
 === "app.py"
 
-    ```python hl_lines="2 8 10"
-    --8<-- "examples/event_sources/src/bedrock_agent_event.py"
+    ```python hl_lines="2 7"
+    --8<-- "examples/event_sources/src/bedrock_agent.py"
+    ```
+
+=== "Bedrock Agent Example Event"
+    ```json
+    --8<-- "tests/events/bedrockAgentEvent.json"
     ```
 
 ### CloudFormation Custom Resource
 
+The example focuses on the `Create` request type, generating a unique physical resource ID and logging the process. The function is structured to potentially handle `Update` and `Delete` operations as well.
+
 === "app.py"
 
-    ```python hl_lines="11 13 15 17 19"
+    ```python hl_lines="2-3 11 15 21"
     --8<-- "examples/event_sources/src/cloudformation_custom_resource_handler.py"
     ```
 
-### CloudWatch Dashboard Custom Widget
-
-=== "app.py"
-
-    ```python
-    from aws_lambda_powertools.utilities.data_classes import event_source, CloudWatchDashboardCustomWidgetEvent
-
-    const DOCS = `
-    ## Echo
-    A simple echo script. Anything passed in \`\`\`echo\`\`\` parameter is returned as the content of custom widget.
+=== "CloudFormation Custom Resource Example Event"
+    ```json
+    --8<-- "tests/events/cloudformationCustomResourceCreate.json"
+    ```
 
-    ### Widget parameters
-    | Param    | Description              |
-    | -------- | ------------------------ |
-    | **echo** | The content to echo back |
+### CloudWatch Dashboard Custom Widget
 
-    ### Example parameters
-    \`\`\` yaml
-    echo: <h1>Hello world</h1>
-    \`\`\`
-    `
+Thie example for `CloudWatchDashboardCustomWidgetEvent` logs the dashboard name, extracts key information like widget ID and time range, and returns a formatted response with a title and markdown content. Read more about [custom widgets for Cloudwatch dashboard](https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/add_custom_widget_samples.html).
 
-    @event_source(data_class=CloudWatchDashboardCustomWidgetEvent)
-    def lambda_handler(event: CloudWatchDashboardCustomWidgetEvent, context):
+=== "app.py"
 
-        if event.describe:
-            return DOCS
+    ```python hl_lines="2 7"
+    --8<-- "examples/event_sources/src/cloudWatchDashboard.py"
+    ```
 
-        # You can directly return HTML or JSON content
-        # Alternatively, you can return markdown that will be rendered by CloudWatch
-        echo = event.widget_context.params["echo"]
-        return { "markdown": f"# {echo}" }
+=== "CloudWatch Dashboard Example Event"
+    ```json
+    --8<-- "tests/events/cloudWatchDashboardEvent.json"
     ```
 
 ### CloudWatch Alarm State Change Action
@@ -550,6 +327,11 @@ You can use the `CloudWathAlarmEvent` data class to access the fields containing
     --8<-- "examples/event_sources/src/cloudwatch_alarm_event.py"
     ```
 
+=== "CloudWatch Alarm Example Event"
+    ```json
+    --8<-- "tests/events/cloudWatchAlarmEventSingleMetric.json"
+    ```
+
 ### CloudWatch Logs
 
 CloudWatch Logs events by default are compressed and base64 encoded. You can use the helper function provided to decode,
@@ -557,16 +339,13 @@ decompress and parse json data from the event.
 
 === "app.py"
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes import event_source, CloudWatchLogsEvent
-    from aws_lambda_powertools.utilities.data_classes.cloud_watch_logs_event import CloudWatchLogsDecodedData
+    ```python hl_lines="2-3 8"
+    --8<-- "examples/event_sources/src/cloudwatch_logs.py"
+    ```
 
-    @event_source(data_class=CloudWatchLogsEvent)
-    def lambda_handler(event: CloudWatchLogsEvent, context):
-        decompressed_log: CloudWatchLogsDecodedData = event.parse_logs_data()
-        log_events = decompressed_log.log_events
-        for event in log_events:
-            do_something_with(event.timestamp, event.message)
+=== "CloudWatch Logs Example Event"
+    ```json
+    --8<-- "tests/events/cloudWatchLogEvent.json"
     ```
 
 #### Kinesis integration
@@ -575,45 +354,26 @@ decompress and parse json data from the event.
 
 === "app.py"
 
-    ```python hl_lines="5-6 11"
-    from typing import List
-
-    from aws_lambda_powertools.utilities.data_classes import event_source
-    from aws_lambda_powertools.utilities.data_classes.cloud_watch_logs_event import CloudWatchLogsDecodedData
-    from aws_lambda_powertools.utilities.data_classes.kinesis_stream_event import (
-        KinesisStreamEvent, extract_cloudwatch_logs_from_event)
-
+    ```python hl_lines="5-7 11"
+    --8<-- "examples/event_sources/src/kinesisStreamCloudWatchLogs.py"
+    ```
 
-    @event_source(data_class=KinesisStreamEvent)
-    def simple_handler(event: KinesisStreamEvent, context):
-        logs: List[CloudWatchLogsDecodedData] = extract_cloudwatch_logs_from_event(event)
-        for log in logs:
-            if log.message_type == "DATA_MESSAGE":
-                return "success"
-        return "nothing to be processed"
+=== "Kinesis Stream CloudWatch Logs Example Event"
+    ```json
+    --8<-- "tests/events/kinesisStreamCloudWatchLogsEvent.json"
     ```
 
 Alternatively, you can use `extract_cloudwatch_logs_from_record` to seamless integrate with the [Batch utility](./batch.md){target="_blank"} for more robust log processing.
 
 === "app.py"
 
-    ```python hl_lines="3-4 10"
-    from aws_lambda_powertools.utilities.batch import (BatchProcessor, EventType,
-                                                       batch_processor)
-    from aws_lambda_powertools.utilities.data_classes.kinesis_stream_event import (
-        KinesisStreamRecord, extract_cloudwatch_logs_from_record)
-
-    processor = BatchProcessor(event_type=EventType.KinesisDataStreams)
-
-
-    def record_handler(record: KinesisStreamRecord):
-        log = extract_cloudwatch_logs_from_record(record)
-        return log.message_type == "DATA_MESSAGE"
-
+    ```python hl_lines="7-9 18"
+    --8<-- "examples/event_sources/src/kinesis_batch_example.py"
+    ```
 
-    @batch_processor(record_handler=record_handler, processor=processor)
-    def lambda_handler(event, context):
-        return processor.response()
+=== "Kinesis Stream CloudWatch Logs Example Event"
+    ```json
+    --8<-- "tests/events/kinesisStreamCloudWatchLogsEvent.json"
     ```
 
 ### CodeDeploy LifeCycle Hook
@@ -623,77 +383,27 @@ CodeDeploy triggers Lambdas with this event when defined in
 to test applications at different stages of deployment.
 
 === "app.py"
-    ```python
-    from aws_lambda_powertools import Logger
-    from aws_lambda_powertools.utilities.data_classes import (
-        event_source,
-        CodeDeployLifecycleHookEvent,
-    )
 
-    logger = Logger()
+    ```python hl_lines="1 4"
+    --8<-- "examples/event_sources/src/codedeploy_lifecycle_hook.py"
+    ```
 
-    def lambda_handler(
-        event: CodeDeployLifecycleHookEvent, context: LambdaContext
-    ) -> None:
-        deployment_id = event.deployment_id
-        lifecycle_event_hook_execution_id = event.lifecycle_event_hook_execution_id
+=== "CodeDeploy LifeCycle Hook Example Event"
+    ```json
+    --8<-- "tests/events/codeDeployLifecycleHookEvent.json"
     ```
 
 ### CodePipeline Job
 
-Data classes and utility functions to help create continuous delivery pipelines tasks with AWS Lambda
+Data classes and utility functions to help create continuous delivery pipelines tasks with AWS Lambda.
 
 === "app.py"
-
-    ```python
-    from aws_lambda_powertools import Logger
-    from aws_lambda_powertools.utilities.data_classes import event_source, CodePipelineJobEvent
-
-    logger = Logger()
-
-    @event_source(data_class=CodePipelineJobEvent)
-    def lambda_handler(event, context):
-        """The Lambda function handler
-
-        If a continuing job then checks the CloudFormation stack status
-        and updates the job accordingly.
-
-        If a new job then kick of an update or creation of the target
-        CloudFormation stack.
-        """
-
-        # Extract the Job ID
-        job_id = event.get_id
-
-        # Extract the params
-        params: dict = event.decoded_user_parameters
-        stack = params["stack"]
-        artifact_name = params["artifact"]
-        template_file = params["file"]
-
-        try:
-            if event.data.continuation_token:
-                # If we're continuing then the create/update has already been triggered
-                # we just need to check if it has finished.
-                check_stack_update_status(job_id, stack)
-            else:
-                template = event.get_artifact(artifact_name, template_file)
-                # Kick off a stack update or create
-                result = start_update_or_create(job_id, stack, template)
-                artifact: io.BytesIO = zip_data(result)
-                event.put_artifact(
-                    artifact_name=event.data.output_artifacts[0].name,
-                    body=artifact,
-                    content_type="application/zip"
-                )
-        except Exception as e:
-            # If any other exceptions which we didn't expect are raised
-            # then fail the job and log the exception message.
-            logger.exception("Function failed due to exception.")
-            put_job_failure(job_id, "Function exception: " + str(e))
-
-        logger.debug("Function complete.")
-        return "Complete."
+    ```python hl_lines="1 4"
+    --8<-- "examples/event_sources/src/code_pipeline_job.py"
+    ```
+=== "CodePipeline Job Example Event"
+    ```json hl_lines="3 19"
+    --8<-- "tests/events/codePipelineEvent.json"
     ```
 
 ### Cognito User Pool
@@ -717,18 +427,19 @@ can be imported from `aws_lambda_powertools.data_classes.cognito_user_pool_event
 | Custom Email Sender     | `data_classes.cognito_user_pool_event.CustomEmailSenderTriggerEvent`           |
 | Custom SMS Sender       | `data_classes.cognito_user_pool_event.CustomSMSSenderTriggerEvent`             |
 
+Some examples for the Cognito User Pools Lambda triggers sources:
+
 #### Post Confirmation Example
 
 === "app.py"
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes.cognito_user_pool_event import PostConfirmationTriggerEvent
-
-    def lambda_handler(event, context):
-        event: PostConfirmationTriggerEvent = PostConfirmationTriggerEvent(event)
+    ```python hl_lines="1 5"
+    --8<-- "examples/event_sources/src/cognito_post_confirmation.py"
+    ```
 
-        user_attributes = event.request.user_attributes
-        do_something_with(user_attributes)
+=== "Cognito Post Confirmation Example Event"
+    ```json hl_lines="12-14"
+    --8<-- "tests/events/cognitoPostConfirmationEvent.json"
     ```
 
 #### Define Auth Challenge Example
@@ -740,152 +451,13 @@ This example is based on the AWS Cognito docs for [Define Auth Challenge Lambda
 
 === "app.py"
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes.cognito_user_pool_event import DefineAuthChallengeTriggerEvent
-
-    def handler(event: dict, context) -> dict:
-        event: DefineAuthChallengeTriggerEvent = DefineAuthChallengeTriggerEvent(event)
-        if (
-            len(event.request.session) == 1
-            and event.request.session[0].challenge_name == "SRP_A"
-        ):
-            event.response.issue_tokens = False
-            event.response.fail_authentication = False
-            event.response.challenge_name = "PASSWORD_VERIFIER"
-        elif (
-            len(event.request.session) == 2
-            and event.request.session[1].challenge_name == "PASSWORD_VERIFIER"
-            and event.request.session[1].challenge_result
-        ):
-            event.response.issue_tokens = False
-            event.response.fail_authentication = False
-            event.response.challenge_name = "CUSTOM_CHALLENGE"
-        elif (
-            len(event.request.session) == 3
-            and event.request.session[2].challenge_name == "CUSTOM_CHALLENGE"
-            and event.request.session[2].challenge_result
-        ):
-            event.response.issue_tokens = True
-            event.response.fail_authentication = False
-        else:
-            event.response.issue_tokens = False
-            event.response.fail_authentication = True
-
-        return event.raw_event
-    ```
-=== "SPR_A response"
-
-    ```json hl_lines="25-27"
-    {
-        "version": "1",
-        "region": "us-east-1",
-        "userPoolId": "us-east-1_example",
-        "userName": "UserName",
-        "callerContext": {
-            "awsSdkVersion": "awsSdkVersion",
-            "clientId": "clientId"
-        },
-        "triggerSource": "DefineAuthChallenge_Authentication",
-        "request": {
-            "userAttributes": {
-                "sub": "4A709A36-7D63-4785-829D-4198EF10EBDA",
-                "email_verified": "true",
-                "name": "First Last",
-                "email": "define-auth@mail.com"
-            },
-            "session": [
-                {
-                    "challengeName": "SRP_A",
-                    "challengeResult": true
-                }
-            ]
-        },
-        "response": {
-            "issueTokens": false,
-            "failAuthentication": false,
-            "challengeName": "PASSWORD_VERIFIER"
-        }
-    }
-    ```
-=== "PASSWORD_VERIFIER success response"
-
-    ```json hl_lines="30-32"
-    {
-        "version": "1",
-        "region": "us-east-1",
-        "userPoolId": "us-east-1_example",
-        "userName": "UserName",
-        "callerContext": {
-            "awsSdkVersion": "awsSdkVersion",
-            "clientId": "clientId"
-        },
-        "triggerSource": "DefineAuthChallenge_Authentication",
-        "request": {
-            "userAttributes": {
-                "sub": "4A709A36-7D63-4785-829D-4198EF10EBDA",
-                "email_verified": "true",
-                "name": "First Last",
-                "email": "define-auth@mail.com"
-            },
-            "session": [
-                {
-                    "challengeName": "SRP_A",
-                    "challengeResult": true
-                },
-                {
-                    "challengeName": "PASSWORD_VERIFIER",
-                    "challengeResult": true
-                }
-            ]
-        },
-        "response": {
-            "issueTokens": false,
-            "failAuthentication": false,
-            "challengeName": "CUSTOM_CHALLENGE"
-        }
-    }
-
-    ```
-=== "CUSTOM_CHALLENGE success response"
-
-    ```json hl_lines="34 35"
-    {
-        "version": "1",
-        "region": "us-east-1",
-        "userPoolId": "us-east-1_example",
-        "userName": "UserName",
-        "callerContext": {
-            "awsSdkVersion": "awsSdkVersion",
-            "clientId": "clientId"
-        },
-        "triggerSource": "DefineAuthChallenge_Authentication",
-        "request": {
-            "userAttributes": {
-                "sub": "4A709A36-7D63-4785-829D-4198EF10EBDA",
-                "email_verified": "true",
-                "name": "First Last",
-                "email": "define-auth@mail.com"
-            },
-            "session": [
-                {
-                    "challengeName": "SRP_A",
-                    "challengeResult": true
-                },
-                {
-                    "challengeName": "PASSWORD_VERIFIER",
-                    "challengeResult": true
-                },
-                {
-                    "challengeName": "CUSTOM_CHALLENGE",
-                    "challengeResult": true
-                }
-            ]
-        },
-        "response": {
-            "issueTokens": true,
-            "failAuthentication": false
-        }
-    }
+    ```python hl_lines="1 5"
+    --8<-- "examples/event_sources/src/cognito_define_auth.py"
+    ```
+
+=== "Cognito Define Auth Challengen Example Event"
+    ```json
+    --8<-- "tests/events/cognitoDefineAuthChallengeEvent.json"
     ```
 
 #### Create Auth Challenge Example
@@ -894,17 +466,13 @@ This example is based on the AWS Cognito docs for [Create Auth Challenge Lambda
 
 === "app.py"
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes import event_source
-    from aws_lambda_powertools.utilities.data_classes.cognito_user_pool_event import CreateAuthChallengeTriggerEvent
+    ```python hl_lines="2 5"
+    --8<-- "examples/event_sources/src/cognito_create_auth.py"
+    ```
 
-    @event_source(data_class=CreateAuthChallengeTriggerEvent)
-    def handler(event: CreateAuthChallengeTriggerEvent, context) -> dict:
-        if event.request.challenge_name == "CUSTOM_CHALLENGE":
-            event.response.public_challenge_parameters = {"captchaUrl": "url/123.jpg"}
-            event.response.private_challenge_parameters = {"answer": "5"}
-            event.response.challenge_metadata = "CAPTCHA_CHALLENGE"
-        return event.raw_event
+=== "Cognito Create Auth Challengen Example Event"
+    ```json
+    --8<-- "tests/events/cognitoCreateAuthChallengeEvent.json"
     ```
 
 #### Verify Auth Challenge Response Example
@@ -913,38 +481,28 @@ This example is based on the AWS Cognito docs for [Verify Auth Challenge Respons
 
 === "app.py"
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes import event_source
-    from aws_lambda_powertools.utilities.data_classes.cognito_user_pool_event import VerifyAuthChallengeResponseTriggerEvent
+    ```python hl_lines="2 5"
+    --8<-- "examples/event_sources/src/cognito_verify_auth.py"
+    ```
 
-    @event_source(data_class=VerifyAuthChallengeResponseTriggerEvent)
-    def handler(event: VerifyAuthChallengeResponseTriggerEvent, context) -> dict:
-        event.response.answer_correct = (
-            event.request.private_challenge_parameters.get("answer") == event.request.challenge_answer
-        )
-        return event.raw_event
+=== "Cognito Verify Auth Challengen Example Event"
+    ```json
+    --8<-- "tests/events/cognitoVerifyAuthChallengeResponseEvent.json"
     ```
 
 ### Connect Contact Flow
 
-> New in 1.11.0
+The example integrates with [Amazon Connect](https://docs.aws.amazon.com/connect/latest/adminguide/what-is-amazon-connect.html) by handling contact flow events. The function converts the event into a `ConnectContactFlowEvent` object, providing a structured representation of the contact flow data.
 
 === "app.py"
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes.connect_contact_flow_event import (
-        ConnectContactFlowChannel,
-        ConnectContactFlowEndpointType,
-        ConnectContactFlowEvent,
-        ConnectContactFlowInitiationMethod,
-    )
+    ```python hl_lines="1-5 10"
+    --8<-- "examples/event_sources/src/connect_contact_flow.py"
+    ```
 
-    def lambda_handler(event, context):
-        event: ConnectContactFlowEvent = ConnectContactFlowEvent(event)
-        assert event.contact_data.attributes == {"Language": "en-US"}
-        assert event.contact_data.channel == ConnectContactFlowChannel.VOICE
-        assert event.contact_data.customer_endpoint.endpoint_type == ConnectContactFlowEndpointType.TELEPHONE_NUMBER
-        assert event.contact_data.initiation_method == ConnectContactFlowInitiationMethod.API
+=== "Connect Contact Flow Example Event"
+    ```json
+    --8<-- "tests/events/connectContactFlowEventAll.json"
     ```
 
 ### DynamoDB Streams
@@ -954,49 +512,31 @@ The DynamoDB data class utility provides the base class for `DynamoDBStreamEvent
 The class automatically deserializes DynamoDB types into their equivalent Python types.
 
 === "app.py"
-
-    ```python
-    from aws_lambda_powertools.utilities.data_classes.dynamo_db_stream_event import (
-        DynamoDBStreamEvent,
-        DynamoDBRecordEventName
-    )
-
-    def lambda_handler(event, context):
-        event: DynamoDBStreamEvent = DynamoDBStreamEvent(event)
-
-        # Multiple records can be delivered in a single event
-        for record in event.records:
-            if record.event_name == DynamoDBRecordEventName.MODIFY:
-                do_something_with(record.dynamodb.new_image)
-                do_something_with(record.dynamodb.old_image)
+    ```python hl_lines="1-3 8"
+    --8<-- "examples/event_sources/src/dynamodb_stream.py"
     ```
-
-=== "multiple_records_types.py"
-
-    ```python
-    from aws_lambda_powertools.utilities.data_classes import event_source, DynamoDBStreamEvent
-    from aws_lambda_powertools.utilities.typing import LambdaContext
-
-
-    @event_source(data_class=DynamoDBStreamEvent)
-    def lambda_handler(event: DynamoDBStreamEvent, context: LambdaContext):
-        for record in event.records:
-            # {"N": "123.45"} => Decimal("123.45")
-            key: str = record.dynamodb.keys["id"]
-            print(key)
+=== "app_multiple_records.py"
+    ```python hl_lines="1 5"
+    --8<-- "examples/event_sources/src/dynamodb_multiple_records.py"
+    ```
+=== "DynamoDB Streams Example Event"
+    ```json
+    --8<-- "tests/events/dynamoStreamEvent.json"
     ```
 
 ### EventBridge
 
-=== "app.py"
+ When an event matching a defined rule occurs in EventBridge, it can [automatically trigger a Lambda function](https://docs.aws.amazon.com/lambda/latest/dg/with-eventbridge-scheduler.html), passing the event data as input.
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes import event_source, EventBridgeEvent
+=== "app.py"
 
-    @event_source(data_class=EventBridgeEvent)
-    def lambda_handler(event: EventBridgeEvent, context):
-        do_something_with(event.detail)
+    ```python hl_lines="1 4"
+    --8<-- "examples/event_sources/src/eventBridgeEvent.py"
+    ```
 
+=== "EventBridge Example Event"
+    ```json
+    --8<-- "tests/events/eventBridgeEvent.json"
     ```
 
 ### Kafka
@@ -1005,14 +545,13 @@ This example is based on the AWS docs for [Amazon MSK](https://docs.aws.amazon.c
 
 === "app.py"
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes import event_source, KafkaEvent
-
-    @event_source(data_class=KafkaEvent)
-    def lambda_handler(event: KafkaEvent, context):
-        for record in event.records:
-            do_something_with(record.decoded_key, record.json_value)
+    ```python hl_lines="1 8"
+    --8<-- "examples/event_sources/src/kafka_event.py"
+    ```
 
+=== "Kafka Example Event"
+    ```json
+    --8<-- "tests/events/kafkaEventMsk.json"
     ```
 
 ### Kinesis streams
@@ -1022,20 +561,13 @@ or plain text, depending on the original payload.
 
 === "app.py"
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes import event_source, KinesisStreamEvent
-
-    @event_source(data_class=KinesisStreamEvent)
-    def lambda_handler(event: KinesisStreamEvent, context):
-        kinesis_record = next(event.records).kinesis
-
-        # if data was delivered as text
-        data = kinesis_record.data_as_text()
-
-        # if data was delivered as json
-        data = kinesis_record.data_as_json()
+    ```python hl_lines="4 11"
+    --8<-- "examples/event_sources/src/kinesis_streams.py"
+    ```
 
-        do_something_with(data)
+=== "Kinesis streams Example Event"
+    ```json
+    --8<-- "tests/events/kinesisStreamEvent.json"
     ```
 
 ### Kinesis Firehose delivery stream
@@ -1050,7 +582,7 @@ To do that, you can use `KinesisFirehoseDataTransformationResponse` class along
 
 === "Transforming streaming records"
 
-    ```python hl_lines="2-3 12 28"
+    ```python hl_lines="2-3 10 12"
     --8<-- "examples/event_sources/src/kinesis_firehose_delivery_stream.py"
     ```
 
@@ -1059,7 +591,7 @@ To do that, you can use `KinesisFirehoseDataTransformationResponse` class along
 
 === "Dropping invalid records"
 
-    ```python hl_lines="5-6 16 34"
+    ```python hl_lines="5-6 14 16"
     --8<-- "examples/event_sources/src/kinesis_firehose_response_drop.py"
     ```
 
@@ -1067,68 +599,62 @@ To do that, you can use `KinesisFirehoseDataTransformationResponse` class along
 
 === "Indicating a processing failure"
 
-    ```python hl_lines="2-3 33"
+    ```python hl_lines="2-3 11 33"
     --8<-- "examples/event_sources/src/kinesis_firehose_response_exception.py"
     ```
 
     1. This record will now be sent to your [S3 bucket in the `processing-failed` folder](https://docs.aws.amazon.com/firehose/latest/dev/data-transformation.html#data-transformation-failure-handling){target="_blank"}.
 
+=== "kinesisFirehoseEvent.json"
+    ```json
+    --8<-- "tests/events/kinesisFirehoseKinesisEvent.json"
+    ```
+
 ### Lambda Function URL
 
+[Lambda Function URLs](https://docs.aws.amazon.com/lambda/latest/dg/urls-invocation.html) provide a direct HTTP endpoint for invoking Lambda functions. This feature allows functions to receive and process HTTP requests without the need for additional services like API Gateway.
+
 === "app.py"
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes import event_source, LambdaFunctionUrlEvent
+    ```python hl_lines="1 4"
+    --8<-- "examples/event_sources/src/lambdaFunctionUrl.py"
+    ```
 
-    @event_source(data_class=LambdaFunctionUrlEvent)
-    def lambda_handler(event: LambdaFunctionUrlEvent, context):
-        do_something_with(event.body)
+=== "Lambda Function URL Example Event"
+    ```json
+    --8<-- "tests/events/lambdaFunctionUrlEvent.json"
     ```
 
 ### Rabbit MQ
 
-It is used for [Rabbit MQ payloads](https://docs.aws.amazon.com/lambda/latest/dg/with-mq.html){target="_blank"}, also see
+It is used for [Rabbit MQ payloads](https://docs.aws.amazon.com/lambda/latest/dg/with-mq.html){target="_blank"}. See
 the [blog post](https://aws.amazon.com/blogs/compute/using-amazon-mq-for-rabbitmq-as-an-event-source-for-lambda/){target="_blank"}
 for more details.
 
 === "app.py"
 
-    ```python hl_lines="4-5 9-10"
-    from typing import Dict
-
-    from aws_lambda_powertools import Logger
-    from aws_lambda_powertools.utilities.data_classes import event_source
-    from aws_lambda_powertools.utilities.data_classes.rabbit_mq_event import RabbitMQEvent
-
-    logger = Logger()
+    ```python hl_lines="5 10"
+    --8<-- "examples/event_sources/src/rabbit_mq_example.py"
+    ```
 
-    @event_source(data_class=RabbitMQEvent)
-    def lambda_handler(event: RabbitMQEvent, context):
-        for queue_name, messages in event.rmq_messages_by_queue.items():
-            logger.debug(f"Messages for queue: {queue_name}")
-            for message in messages:
-                logger.debug(f"MessageID: {message.basic_properties.message_id}")
-                data: Dict = message.json_data
-                logger.debug("Process json in base64 encoded data str", data)
+=== "Rabbit MQ Example Event"
+    ```json
+    --8<-- "tests/events/rabbitMQEvent.json"
     ```
 
 ### S3
 
-=== "app.py"
-
-    ```python
-    from urllib.parse import unquote_plus
-    from aws_lambda_powertools.utilities.data_classes import event_source, S3Event
+Integration with Amazon S3 enables automatic, serverless processing of object-level events in S3 buckets. When triggered by actions like object creation or deletion, Lambda functions receive detailed event information, allowing for real-time file processing, data transformations, and automated workflows.
 
-    @event_source(data_class=S3Event)
-    def lambda_handler(event: S3Event, context):
-        bucket_name = event.bucket_name
+=== "app.py"
 
-        # Multiple records can be delivered in a single event
-        for record in event.records:
-            object_key = unquote_plus(record.s3.get_object.key)
+    ```python hl_lines="3 6"
+    --8<-- "examples/event_sources/src/s3Event.py"
+    ```
 
-            do_something_with(f"{bucket_name}/{object_key}")
+=== "S3 Example Event"
+    ```json
+    --8<-- "tests/events/s3Event.json"
     ```
 
 ### S3 Batch Operations
@@ -1141,54 +667,42 @@ This example is based on the AWS S3 Batch Operations documentation [Example Lamb
     --8<-- "examples/event_sources/src/s3_batch_operation.py"
     ```
 
+=== "S3 Batch Operations Example Event"
+
+    ```json
+    --8<-- "tests/events/s3BatchOperationEventSchemaV2.json"
+    ```
+
 ### S3 Object Lambda
 
 This example is based on the AWS Blog post [Introducing Amazon S3 Object Lambda – Use Your Code to Process Data as It Is Being Retrieved from S3](https://aws.amazon.com/blogs/aws/introducing-amazon-s3-object-lambda-use-your-code-to-process-data-as-it-is-being-retrieved-from-s3/){target="_blank"}.
 
 === "app.py"
 
-    ```python  hl_lines="5-6 12 14"
-    import boto3
-    import requests
-
-    from aws_lambda_powertools import Logger
-    from aws_lambda_powertools.logging.correlation_paths import S3_OBJECT_LAMBDA
-    from aws_lambda_powertools.utilities.data_classes.s3_object_event import S3ObjectLambdaEvent
-
-    logger = Logger()
-    session = boto3.session.Session()
-    s3 = session.client("s3")
-
-    @logger.inject_lambda_context(correlation_id_path=S3_OBJECT_LAMBDA, log_event=True)
-    def lambda_handler(event, context):
-        event = S3ObjectLambdaEvent(event)
-
-        # Get object from S3
-        response = requests.get(event.input_s3_url)
-        original_object = response.content.decode("utf-8")
-
-        # Make changes to the object about to be returned
-        transformed_object = original_object.upper()
+    ```python hl_lines="5 6 13 15"
+    --8<-- "examples/event_sources/src/s3_object_lambda.py"
+    ```
 
-        # Write object back to S3 Object Lambda
-        s3.write_get_object_response(
-            Body=transformed_object, RequestRoute=event.request_route, RequestToken=event.request_token
-        )
+=== "S3 Object Lambda Example Event"
 
-        return {"status_code": 200}
+    ```json
+    --8<-- "examples/event_sources/events/s3ObjectEvent.json"
     ```
 
 ### S3 EventBridge Notification
 
+[S3 EventBridge notifications](https://docs.aws.amazon.com/AmazonS3/latest/userguide/EventBridge.html) enhance Lambda's ability to process S3 events by routing them through Amazon EventBridge. This integration offers advanced filtering, multiple destination support, and standardized CloudEvents format.
+
 === "app.py"
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes import event_source, S3EventBridgeNotificationEvent
+    ```python hl_lines="1 4"
+    --8<-- "examples/event_sources/src/s3_event_bridge.py"
+    ```
 
-    @event_source(data_class=S3EventBridgeNotificationEvent)
-    def lambda_handler(event: S3EventBridgeNotificationEvent, context):
-        bucket_name = event.detail.bucket.name
-        file_key = event.detail.object.key
+=== "S3 EventBridge Notification Example Event"
+
+    ```json
+    --8<-- "tests/events/s3EventBridgeNotificationObjectCreatedEvent.json"
     ```
 
 ### Secrets Manager
@@ -1209,50 +723,50 @@ AWS Secrets Manager rotation uses an AWS Lambda function to update the secret. [
 
 ### SES
 
+The integration with Simple Email Service (SES) enables serverless email processing. When configured, SES can trigger Lambda functions in response to incoming emails or delivery status notifications. The Lambda function receives an SES event containing details like sender, recipients, and email content.
+
 === "app.py"
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes import event_source, SESEvent
+    ```python hl_lines="1 4"
+    --8<-- "examples/event_sources/src/ses_event.py"
+    ```
 
-    @event_source(data_class=SESEvent)
-    def lambda_handler(event: SESEvent, context):
-        # Multiple records can be delivered in a single event
-        for record in event.records:
-            mail = record.ses.mail
-            common_headers = mail.common_headers
+=== "SES Example Event"
 
-            do_something_with(common_headers.to, common_headers.subject)
+    ```json
+    --8<-- "tests/events/sesEvent.json"
     ```
 
 ### SNS
 
+The integration with Simple Notification Service (SNS) enables serverless message processing. When configured, SNS can trigger Lambda functions in response to published messages or notifications. The Lambda function receives an SNS event containing details like the message body, subject, and metadata.
+
 === "app.py"
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes import event_source, SNSEvent
+    ```python hl_lines="1 4"
+    --8<-- "examples/event_sources/src/sns_event.py"
+    ```
 
-    @event_source(data_class=SNSEvent)
-    def lambda_handler(event: SNSEvent, context):
-        # Multiple records can be delivered in a single event
-        for record in event.records:
-            message = record.sns.message
-            subject = record.sns.subject
+=== "SNS Example Event"
 
-            do_something_with(subject, message)
+    ```json
+    --8<-- "tests/events/snsEvent.json"
     ```
 
 ### SQS
 
+The integration with Simple Queue Service (SQS) enables serverless queue processing. When configured, SQS can trigger Lambda functions in response to messages in the queue. The Lambda function receives an SQS event containing details like message body, attributes, and metadata.
+
 === "app.py"
 
-    ```python
-    from aws_lambda_powertools.utilities.data_classes import event_source, SQSEvent
+    ```python hl_lines="1 4"
+    --8<-- "examples/event_sources/src/sqs_event.py"
+    ```
+
+=== "SQS Example Event"
 
-    @event_source(data_class=SQSEvent)
-    def lambda_handler(event: SQSEvent, context):
-        # Multiple records can be delivered in a single event
-        for record in event.records:
-            do_something_with(record.body)
+    ```json
+    --8<-- "tests/events/sqsEvent.json"
     ```
 
 ### VPC Lattice V2
@@ -1270,7 +784,7 @@ You can register your Lambda functions as targets within an Amazon VPC Lattice s
 === "Lattice Example Event"
 
     ```json
-    --8<-- "examples/event_sources/src/vpc_lattice_v2_payload.json"
+    --8<-- "examples/event_sources/events/vpc_lattice_v2_payload.json"
     ```
 
 ### VPC Lattice V1
@@ -1288,7 +802,7 @@ You can register your Lambda functions as targets within an Amazon VPC Lattice s
 === "Lattice Example Event"
 
     ```json
-    --8<-- "examples/event_sources/src/vpc_lattice_payload.json"
+    --8<-- "examples/event_sources/events/vpc_lattice_payload.json"
     ```
 
 ## Advanced
@@ -1308,10 +822,9 @@ However, certain events may contain sensitive fields such as `secret_access_key`
 
 === "debugging_event.json"
     ```json hl_lines="28 29"
-    --8<-- "examples/event_sources/src/debugging_event.json"
+    --8<-- "examples/event_sources/events/debugging_event.json"
     ```
 === "debugging_output.json"
     ```json hl_lines="16 17 18"
-    --8<-- "examples/event_sources/src/debugging_output.json"
-    ```
+    --8<-- "examples/event_sources/events/debugging_output.json"
     ```
diff --git a/docs/utilities/idempotency.md b/docs/utilities/idempotency.md
index cfe85877961..97ffd38903b 100644
--- a/docs/utilities/idempotency.md
+++ b/docs/utilities/idempotency.md
@@ -18,7 +18,9 @@ The idempotency utility allows you to retry operations within a time window with
 
 The property of idempotency means that an operation does not cause additional side effects if it is called more than once with the same input parameters.
 
-**Idempotency key** is a combination of **(a)** Lambda function name, **(b)** fully qualified name of your function, and **(c)** a hash of the entire payload or part(s) of the payload you specify.
+<!-- markdownlint-disable MD013 -->
+**Idempotency key** By default, this is a combination of **(a)** Lambda function name, **(b)** fully qualified name of your function, and **(c)** a hash of the entire payload or part(s) of the payload you specify. However, you can customize the key generation by using **(a)** a [custom prefix name](#customizing-the-idempotency-key-generation), while still incorporating **(c)** a hash of the entire payload or part(s) of the payload you specify.
+<!-- markdownlint-enable MD013 -->
 
 **Idempotent request** is an operation with the same input previously processed that is not expired in your persistent storage or in-memory cache.
 
@@ -356,6 +358,28 @@ You can change this expiration window with the **`expires_after_seconds`** param
 
     A record might still be valid (`COMPLETE`) when we retrieved, but in some rare cases it might expire a second later. A record could also be [cached in memory](#using-in-memory-cache). You might also want to have idempotent transactions that should expire in seconds.
 
+### Customizing the Idempotency key generation
+
+!!! warning "Warning: Changing the idempotency key generation will invalidate existing idempotency records"
+
+Use **`key_prefix`** parameter in the `@idempotent` or `@idempotent_function` decorators to define a custom prefix for your Idempotency Key. This allows you to decouple idempotency key name from function names. It can be useful during application refactoring, for example.
+
+=== "Using a custom prefix in Lambda Handler"
+
+    ```python hl_lines="25"
+    --8<-- "examples/idempotency/src/working_with_custom_idempotency_key_prefix.py"
+    ```
+
+    1. The Idempotency record will be something like `my_custom_prefix#c4ca4238a0b923820dcc509a6f75849b`
+
+=== "Using a custom prefix in standalone functions"
+
+    ```python hl_lines="32"
+    --8<-- "examples/idempotency/src/working_with_custom_idempotency_key_prefix_standalone.py"
+    ```
+
+    1. The Idempotency record will be something like `my_custom_prefix#c4ca4238a0b923820dcc509a6f75849b`
+
 ### Lambda timeouts
 
 !!! note "You can skip this section if you are using the [`@idempotent` decorator](#idempotent-decorator)"
diff --git a/docs/utilities/parser.md b/docs/utilities/parser.md
index 4cf11a32769..1df9c2342f1 100644
--- a/docs/utilities/parser.md
+++ b/docs/utilities/parser.md
@@ -108,8 +108,8 @@ The example above uses `SqsModel`. Other built-in models can be found below.
 | **ApiGatewayAuthorizerRequest**             | Lambda Event Source payload for Amazon API Gateway Lambda Authorizer with Request     |
 | **APIGatewayProxyEventV2Model**             | Lambda Event Source payload for Amazon API Gateway v2 payload                         |
 | **ApiGatewayAuthorizerRequestV2**           | Lambda Event Source payload for Amazon API Gateway v2 Lambda Authorizer               |
-| **APIGatewayWebSocketMessageEventModel** | Lambda Event Source payload for Amazon API Gateway WebSocket API message body         |
-| **APIGatewayWebSocketConnectEventModel** | Lambda Event Source payload for Amazon API Gateway WebSocket API $connect message     |
+| **APIGatewayWebSocketMessageEventModel**    | Lambda Event Source payload for Amazon API Gateway WebSocket API message body         |
+| **APIGatewayWebSocketConnectEventModel**    | Lambda Event Source payload for Amazon API Gateway WebSocket API $connect message     |
 | **APIGatewayWebSocketDisconnectEventModel** | Lambda Event Source payload for Amazon API Gateway WebSocket API $disconnect message  |
 | **BedrockAgentEventModel**                  | Lambda Event Source payload for Bedrock Agents                                        |
 | **CloudFormationCustomResourceCreateModel** | Lambda Event Source payload for AWS CloudFormation `CREATE` operation                 |
@@ -132,6 +132,7 @@ The example above uses `SqsModel`. Other built-in models can be found below.
 | **SesModel**                                | Lambda Event Source payload for Amazon Simple Email Service                           |
 | **SnsModel**                                | Lambda Event Source payload for Amazon Simple Notification Service                    |
 | **SqsModel**                                | Lambda Event Source payload for Amazon SQS                                            |
+| **TransferFamilyAuthorizer**                | Lambda Event Source payload for AWS Transfer Family Lambda authorizer                 |
 | **VpcLatticeModel**                         | Lambda Event Source payload for Amazon VPC Lattice                                    |
 | **VpcLatticeV2Model**                       | Lambda Event Source payload for Amazon VPC Lattice v2 payload                         |
 
@@ -258,6 +259,8 @@ If you run using a test event `{"message": "hello universe"}` you should expect
 
 `model_validator` can help when you have a complex validation mechanism. For example finding whether data has been omitted or comparing field values.
 
+!!! tip "If you are still using the deprecated `root_validator` function, switch to `model_validator` for the latest Pydantic functionality."
+
 ```python title="model_validator.py" hl_lines="1 12-17"
 --8<-- "examples/parser/src/model_validator.py"
 ```
diff --git a/examples/event_handler_bedrock_agents/cdk/bedrock_agent_stack.py b/examples/event_handler_bedrock_agents/cdk/bedrock_agent_stack.py
index 125951dd164..e6d427bc8c3 100644
--- a/examples/event_handler_bedrock_agents/cdk/bedrock_agent_stack.py
+++ b/examples/event_handler_bedrock_agents/cdk/bedrock_agent_stack.py
@@ -3,13 +3,7 @@
 )
 from aws_cdk.aws_lambda import Runtime
 from aws_cdk.aws_lambda_python_alpha import PythonFunction
-from cdklabs.generative_ai_cdk_constructs.bedrock import (
-    ActionGroupExecutor,
-    Agent,
-    AgentActionGroup,
-    ApiSchema,
-    BedrockFoundationModel,
-)
+from cdklabs.generative_ai_cdk_constructs import bedrock
 from constructs import Construct
 
 
@@ -27,22 +21,20 @@ def __init__(self, scope: Construct, construct_id: str, **kwargs) -> None:
             handler="lambda_handler",
         )
 
-        agent = Agent(
+        agent = bedrock.Agent(
             self,
             "Agent",
-            foundation_model=BedrockFoundationModel.ANTHROPIC_CLAUDE_INSTANT_V1_2,
+            foundation_model=bedrock.BedrockFoundationModel.ANTHROPIC_CLAUDE_INSTANT_V1_2,
             instruction="You are a helpful and friendly agent that answers questions about insurance claims.",
         )
 
-        executor_group = ActionGroupExecutor(lambda_=action_group_function)
-
-        action_group = AgentActionGroup(
-            self,
-            "ActionGroup",
-            action_group_name="InsureClaimsSupport",
+        action_group: bedrock.AgentActionGroup = bedrock.AgentActionGroup(
+            name="InsureClaimsSupport",
             description="Use these functions for insurance claims support",
-            action_group_executor=executor_group,
-            action_group_state="ENABLED",
-            api_schema=ApiSchema.from_asset("./lambda/openapi.json"),  # (2)!
+            executor=bedrock.ActionGroupExecutor.fromlambda_function(
+                lambda_function=action_group_function,
+            ),
+            enabled=True,
+            api_schema=bedrock.ApiSchema.from_local_asset("./lambda/openapi.json"),  # (2)!
         )
         agent.add_action_group(action_group)
diff --git a/examples/event_handler_rest/src/security_schemes_global_and_optional.py b/examples/event_handler_rest/src/security_schemes_global_and_optional.py
new file mode 100644
index 00000000000..2a890efd5e4
--- /dev/null
+++ b/examples/event_handler_rest/src/security_schemes_global_and_optional.py
@@ -0,0 +1,48 @@
+from aws_lambda_powertools import Logger, Tracer
+from aws_lambda_powertools.event_handler import (
+    APIGatewayRestResolver,
+)
+from aws_lambda_powertools.event_handler.openapi.models import (
+    OAuth2,
+    OAuthFlowAuthorizationCode,
+    OAuthFlows,
+)
+
+tracer = Tracer()
+logger = Logger()
+
+app = APIGatewayRestResolver(enable_validation=True)
+
+
+@app.get("/protected", security=[{"oauth": ["admin"]}])
+def protected() -> dict:
+    return {"hello": "world"}
+
+
+@app.get("/unprotected", security=[{}])  # (1)!
+def unprotected() -> dict:
+    return {"hello": "world"}
+
+
+@logger.inject_lambda_context
+@tracer.capture_lambda_handler
+def lambda_handler(event, context):
+    return app.resolve(event, context)
+
+
+if __name__ == "__main__":
+    print(
+        app.get_openapi_json_schema(
+            title="My API",
+            security_schemes={
+                "oauth": OAuth2(
+                    flows=OAuthFlows(
+                        authorizationCode=OAuthFlowAuthorizationCode(
+                            authorizationUrl="https://xxx.amazoncognito.com/oauth2/authorize",
+                            tokenUrl="https://xxx.amazoncognito.com/oauth2/token",
+                        ),
+                    ),
+                ),
+            },
+        ),
+    )
diff --git a/examples/event_sources/events/active_mq_event_example.json b/examples/event_sources/events/active_mq_event_example.json
new file mode 100644
index 00000000000..50da9596682
--- /dev/null
+++ b/examples/event_sources/events/active_mq_event_example.json
@@ -0,0 +1,27 @@
+{
+    "eventSource": "aws:mq",
+    "eventSourceArn": "arn:aws:mq:us-east-2:111122223333:broker:test:b-9bcfa592-423a-4942-879d-eb284b418fc8",
+    "messages": [
+        {
+            "messageID": "ID:b-9bcfa592-423a-4942-879d-eb284b418fc8-1.mq.us-east-2.amazonaws.com-37557-1234520418293-4:1:1:1:1",
+            "messageType": "jms/text-message",
+            "destination": {
+                "physicalName": "testQueue"
+            },
+            "data": "QUJDOkFBQUE=",
+            "timestamp": 1598827811958,
+            "properties": {
+                "index": "1"
+            }
+        },
+        {
+            "messageID": "ID:b-9bcfa592-423a-4942-879d-eb284b418fc8-1.mq.us-east-2.amazonaws.com-37557-1234520418293-4:1:1:1:2",
+            "messageType": "jms/bytes-message",
+            "destination": {
+                "physicalName": "testQueue2"
+            },
+            "data": "LQaGQ82S48k=",
+            "timestamp": 1598827811959
+        }
+    ]
+}
\ No newline at end of file
diff --git a/examples/event_sources/events/apigw_event.json b/examples/event_sources/events/apigw_event.json
new file mode 100644
index 00000000000..dc0efd36604
--- /dev/null
+++ b/examples/event_sources/events/apigw_event.json
@@ -0,0 +1,20 @@
+{
+    "resource": "/helloworld",
+    "path": "/hello",
+    "httpMethod": "GET",
+    "headers": {
+        "Accept": "*/*",
+        "Host": "api.example.com"
+    },
+    "queryStringParameters": {
+        "name": "John"
+    },
+    "pathParameters": null,
+    "stageVariables": null,
+    "requestContext": {
+        "requestId": "c6af9ac6-7b61-11e6-9a41-93e8deadbeef",
+        "stage": "prod"
+    },
+    "body": null,
+    "isBase64Encoded": false
+}
\ No newline at end of file
diff --git a/examples/event_sources/src/aws_config_rule_scheduled.json b/examples/event_sources/events/aws_config_rule_scheduled.json
similarity index 100%
rename from examples/event_sources/src/aws_config_rule_scheduled.json
rename to examples/event_sources/events/aws_config_rule_scheduled.json
diff --git a/examples/event_sources/src/debugging_event.json b/examples/event_sources/events/debugging_event.json
similarity index 100%
rename from examples/event_sources/src/debugging_event.json
rename to examples/event_sources/events/debugging_event.json
diff --git a/examples/event_sources/src/debugging_output.json b/examples/event_sources/events/debugging_output.json
similarity index 100%
rename from examples/event_sources/src/debugging_output.json
rename to examples/event_sources/events/debugging_output.json
diff --git a/examples/event_sources/events/s3ObjectEvent.json b/examples/event_sources/events/s3ObjectEvent.json
new file mode 100644
index 00000000000..afec46fecca
--- /dev/null
+++ b/examples/event_sources/events/s3ObjectEvent.json
@@ -0,0 +1,29 @@
+{
+    "xAmzRequestId": "1a5ed718-5f53-471d-b6fe-5cf62d88d02a",
+    "getObjectContext": {
+        "inputS3Url": "https://myap-123412341234.s3-accesspoint.us-east-1.amazonaws.com/s3.txt?X-Amz-Security-Token=...",
+        "outputRoute": "io-iad-cell001",
+        "outputToken": "..."
+    },
+    "configuration": {
+        "accessPointArn": "arn:aws:s3-object-lambda:us-east-1:123412341234:accesspoint/myolap",
+        "supportingAccessPointArn": "arn:aws:s3:us-east-1:123412341234:accesspoint/myap",
+        "payload": "test"
+    },
+    "userRequest": {
+        "url": "/s3.txt",
+        "headers": {
+            "Host": "myolap-123412341234.s3-object-lambda.us-east-1.amazonaws.com",
+            "Accept-Encoding": "identity",
+            "X-Amz-Content-SHA256": "e3b0c44297fc1c149afbf4c8995fb92427ae41e4649b934ca495991b7852b855"
+        }
+    },
+    "userIdentity": {
+        "type": "IAMUser",
+        "principalId": "...",
+        "arn": "arn:aws:iam::123412341234:user/myuser",
+        "accountId": "123412341234",
+        "accessKeyId": "..."
+    },
+    "protocolVersion": "1.00"
+}
\ No newline at end of file
diff --git a/examples/event_sources/src/vpc_lattice_payload.json b/examples/event_sources/events/vpc_lattice_payload.json
similarity index 100%
rename from examples/event_sources/src/vpc_lattice_payload.json
rename to examples/event_sources/events/vpc_lattice_payload.json
diff --git a/examples/event_sources/src/vpc_lattice_v2_payload.json b/examples/event_sources/events/vpc_lattice_v2_payload.json
similarity index 100%
rename from examples/event_sources/src/vpc_lattice_v2_payload.json
rename to examples/event_sources/events/vpc_lattice_v2_payload.json
diff --git a/examples/event_sources/src/active_mq_example.py b/examples/event_sources/src/active_mq_example.py
new file mode 100644
index 00000000000..983233606ec
--- /dev/null
+++ b/examples/event_sources/src/active_mq_example.py
@@ -0,0 +1,18 @@
+import json
+
+from aws_lambda_powertools import Logger
+from aws_lambda_powertools.utilities.data_classes import event_source
+from aws_lambda_powertools.utilities.data_classes.active_mq_event import ActiveMQEvent
+
+logger = Logger()
+
+
+@event_source(data_class=ActiveMQEvent)
+def lambda_handler(event: ActiveMQEvent, context):
+    for message in event.messages:
+        msg = message.message_id
+        msg_pn = message.destination_physicalname
+
+        logger.info(f"Message ID: {msg} and physical name: {msg_pn}")
+
+    return {"statusCode": 200, "body": json.dumps("Processing complete")}
diff --git a/examples/event_sources/src/albEvent.py b/examples/event_sources/src/albEvent.py
new file mode 100644
index 00000000000..fd2b6aef05b
--- /dev/null
+++ b/examples/event_sources/src/albEvent.py
@@ -0,0 +1,9 @@
+from aws_lambda_powertools.utilities.data_classes import ALBEvent, event_source
+
+
+@event_source(data_class=ALBEvent)
+def lambda_handler(event: ALBEvent, context):
+    if "lambda" in event.path and event.http_method == "GET":
+        return {"statusCode": 200, "body": f"Hello from path: {event.path}"}
+    else:
+        return {"statusCode": 400, "body": "No Hello from path"}
diff --git a/examples/event_sources/src/apigw_auth_v2.py b/examples/event_sources/src/apigw_auth_v2.py
new file mode 100644
index 00000000000..128c7a57a6a
--- /dev/null
+++ b/examples/event_sources/src/apigw_auth_v2.py
@@ -0,0 +1,30 @@
+from secrets import compare_digest
+
+from aws_lambda_powertools.utilities.data_classes import event_source
+from aws_lambda_powertools.utilities.data_classes.api_gateway_authorizer_event import (
+    APIGatewayAuthorizerEventV2,
+    APIGatewayAuthorizerResponseV2,
+)
+
+
+def get_user_by_token(token):
+    if compare_digest(token, "value"):
+        return {"name": "Foo"}
+    return None
+
+
+@event_source(data_class=APIGatewayAuthorizerEventV2)
+def lambda_handler(event: APIGatewayAuthorizerEventV2, context):
+    user = get_user_by_token(event.headers.get("Authorization"))
+
+    if user is None:
+        # No user was found, so we return not authorized
+        return APIGatewayAuthorizerResponseV2(authorize=False).asdict()
+
+    # Found the user and setting the details in the context
+    response = APIGatewayAuthorizerResponseV2(
+        authorize=True,
+        context=user,
+    )
+
+    return response.asdict()
diff --git a/examples/event_sources/src/apigw_authorizer_request.py b/examples/event_sources/src/apigw_authorizer_request.py
new file mode 100644
index 00000000000..e0d81196af2
--- /dev/null
+++ b/examples/event_sources/src/apigw_authorizer_request.py
@@ -0,0 +1,29 @@
+from aws_lambda_powertools.utilities.data_classes import event_source
+from aws_lambda_powertools.utilities.data_classes.api_gateway_authorizer_event import (
+    APIGatewayAuthorizerRequestEvent,
+    APIGatewayAuthorizerResponse,
+)
+
+
+@event_source(data_class=APIGatewayAuthorizerRequestEvent)
+def lambda_handler(event: APIGatewayAuthorizerRequestEvent, context):
+    # Simple auth check (replace with your actual auth logic)
+    is_authorized = event.headers.get("HeaderAuth1") == "headerValue1"
+
+    if not is_authorized:
+        return {"principalId": "", "policyDocument": {"Version": "2012-10-17", "Statement": []}}
+
+    arn = event.parsed_arn
+
+    policy = APIGatewayAuthorizerResponse(
+        principal_id="user",
+        context={"user": "example"},
+        region=arn.region,
+        aws_account_id=arn.aws_account_id,
+        api_id=arn.api_id,
+        stage=arn.stage,
+    )
+
+    policy.allow_all_routes()
+
+    return policy.asdict()
diff --git a/examples/event_sources/src/apigw_authorizer_token.py b/examples/event_sources/src/apigw_authorizer_token.py
new file mode 100644
index 00000000000..e27eded5c7a
--- /dev/null
+++ b/examples/event_sources/src/apigw_authorizer_token.py
@@ -0,0 +1,29 @@
+from aws_lambda_powertools.utilities.data_classes import event_source
+from aws_lambda_powertools.utilities.data_classes.api_gateway_authorizer_event import (
+    APIGatewayAuthorizerResponse,
+    APIGatewayAuthorizerTokenEvent,
+)
+
+
+@event_source(data_class=APIGatewayAuthorizerTokenEvent)
+def lambda_handler(event: APIGatewayAuthorizerTokenEvent, context):
+    # Simple token check (replace with your actual token validation logic)
+    is_valid_token = event.authorization_token == "allow"
+
+    if not is_valid_token:
+        return {"principalId": "", "policyDocument": {"Version": "2012-10-17", "Statement": []}}
+
+    arn = event.parsed_arn
+
+    policy = APIGatewayAuthorizerResponse(
+        principal_id="user",
+        context={"user": "example"},
+        region=arn.region,
+        aws_account_id=arn.aws_account_id,
+        api_id=arn.api_id,
+        stage=arn.stage,
+    )
+
+    policy.allow_all_routes()
+
+    return policy.asdict()
diff --git a/examples/event_sources/src/apigw_proxy_decorator.py b/examples/event_sources/src/apigw_proxy_decorator.py
new file mode 100644
index 00000000000..81db0b1a6aa
--- /dev/null
+++ b/examples/event_sources/src/apigw_proxy_decorator.py
@@ -0,0 +1,9 @@
+from aws_lambda_powertools.utilities.data_classes import APIGatewayProxyEvent, event_source
+
+
+@event_source(data_class=APIGatewayProxyEvent)
+def lambda_handler(event: APIGatewayProxyEvent, context):
+    if "hello" in event.path and event.http_method == "GET":
+        return {"statusCode": 200, "body": f"Hello from path: {event.path}"}
+    else:
+        return {"statusCode": 400, "body": "No Hello from path"}
diff --git a/examples/event_sources/src/apigw_proxy_v2.py b/examples/event_sources/src/apigw_proxy_v2.py
new file mode 100644
index 00000000000..fb468973e15
--- /dev/null
+++ b/examples/event_sources/src/apigw_proxy_v2.py
@@ -0,0 +1,9 @@
+from aws_lambda_powertools.utilities.data_classes import APIGatewayProxyEventV2, event_source
+
+
+@event_source(data_class=APIGatewayProxyEventV2)
+def lambda_handler(event: APIGatewayProxyEventV2, context):
+    if "hello" in event.path and event.http_method == "POST":
+        return {"statusCode": 200, "body": f"Hello from path: {event.path}"}
+    else:
+        return {"statusCode": 400, "body": "No Hello from path"}
diff --git a/examples/event_sources/src/appSyncAuthorizer.py b/examples/event_sources/src/appSyncAuthorizer.py
new file mode 100644
index 00000000000..012f7beb016
--- /dev/null
+++ b/examples/event_sources/src/appSyncAuthorizer.py
@@ -0,0 +1,33 @@
+from typing import Dict
+
+from aws_lambda_powertools.logging import correlation_paths
+from aws_lambda_powertools.logging.logger import Logger
+from aws_lambda_powertools.utilities.data_classes.appsync_authorizer_event import (
+    AppSyncAuthorizerEvent,
+    AppSyncAuthorizerResponse,
+)
+from aws_lambda_powertools.utilities.data_classes.event_source import event_source
+
+logger = Logger()
+
+
+def get_user_by_token(token: str):
+    """Look a user by token"""
+    ...
+
+
+@logger.inject_lambda_context(correlation_id_path=correlation_paths.APPSYNC_AUTHORIZER)
+@event_source(data_class=AppSyncAuthorizerEvent)
+def lambda_handler(event: AppSyncAuthorizerEvent, context) -> Dict:
+    user = get_user_by_token(event.authorization_token)
+
+    if not user:
+        # No user found, return not authorized
+        return AppSyncAuthorizerResponse().asdict()
+
+    return AppSyncAuthorizerResponse(
+        authorize=True,
+        resolver_context={"id": user.id},
+        # Only allow admins to delete events
+        deny_fields=None if user.is_admin else ["Mutation.deleteEvent"],
+    ).asdict()
diff --git a/examples/event_sources/src/appSyncResolver.py b/examples/event_sources/src/appSyncResolver.py
new file mode 100644
index 00000000000..6884b0649fd
--- /dev/null
+++ b/examples/event_sources/src/appSyncResolver.py
@@ -0,0 +1,57 @@
+from aws_lambda_powertools.utilities.data_classes import event_source
+from aws_lambda_powertools.utilities.data_classes.appsync_resolver_event import (
+    AppSyncIdentityCognito,
+    AppSyncResolverEvent,
+)
+from aws_lambda_powertools.utilities.typing import LambdaContext
+
+
+@event_source(data_class=AppSyncResolverEvent)
+def lambda_handler(event: AppSyncResolverEvent, context: LambdaContext):
+    # Access the AppSync event details
+    type_name = event.type_name
+    field_name = event.field_name
+    arguments = event.arguments
+    source = event.source
+
+    print(f"Resolving field '{field_name}' for type '{type_name}'")
+    print(f"Arguments: {arguments}")
+    print(f"Source: {source}")
+
+    # Check if the identity is Cognito-based
+    if isinstance(event.identity, AppSyncIdentityCognito):
+        user_id = event.identity.sub
+        username = event.identity.username
+        print(f"Request from Cognito user: {username} (ID: {user_id})")
+    else:
+        print("Request is not from a Cognito-authenticated user")
+
+    if type_name == "Merchant" and field_name == "locations":
+        page = arguments.get("page", 1)
+        size = arguments.get("size", 10)
+        name_filter = arguments.get("name")
+
+        # Here you would typically fetch locations from a database
+        # This is a mock implementation
+        locations = [
+            {"id": "1", "name": "Location 1", "address": "123 Main St"},
+            {"id": "2", "name": "Location 2", "address": "456 Elm St"},
+            {"id": "3", "name": "Location 3", "address": "789 Oak St"},
+        ]
+
+        # Apply name filter if provided
+        if name_filter:
+            locations = [loc for loc in locations if name_filter.lower() in loc["name"].lower()]
+
+        # Apply pagination
+        start = (page - 1) * size
+        end = start + size
+        paginated_locations = locations[start:end]
+
+        return {
+            "items": paginated_locations,
+            "totalCount": len(locations),
+            "nextToken": str(page + 1) if end < len(locations) else None,
+        }
+    else:
+        raise Exception(f"Unhandled field: {field_name} for type: {type_name}")
diff --git a/examples/event_sources/src/aws_config_rule.py b/examples/event_sources/src/aws_config_rule.py
index b81ae39bd25..07d87999982 100644
--- a/examples/event_sources/src/aws_config_rule.py
+++ b/examples/event_sources/src/aws_config_rule.py
@@ -3,13 +3,12 @@
     AWSConfigRuleEvent,
     event_source,
 )
-from aws_lambda_powertools.utilities.typing import LambdaContext
 
 logger = Logger()
 
 
 @event_source(data_class=AWSConfigRuleEvent)
-def lambda_handler(event: AWSConfigRuleEvent, context: LambdaContext):
+def lambda_handler(event: AWSConfigRuleEvent, context):
     message_type = event.invoking_event.message_type
 
     logger.info(f"Logging {message_type} event rule", invoke_event=event.raw_invoking_event)
diff --git a/examples/event_sources/src/aws_config_rule_item_changed.json b/examples/event_sources/src/aws_config_rule_item_changed.json
deleted file mode 100644
index cbf7abf67aa..00000000000
--- a/examples/event_sources/src/aws_config_rule_item_changed.json
+++ /dev/null
@@ -1,13 +0,0 @@
-{
-    "version":"1.0",
-    "invokingEvent":"{\"configurationItemDiff\":{\"changedProperties\":{\"Configuration.InstanceType\":{\"previousValue\":\"t2.micro\",\"updatedValue\":\"t2.medium\",\"changeType\":\"UPDATE\"},\"Configuration.State.Name\":{\"previousValue\":\"running\",\"updatedValue\":\"stopped\",\"changeType\":\"UPDATE\"},\"Configuration.StateTransitionReason\":{\"previousValue\":\"\",\"updatedValue\":\"User initiated (2023-04-27 15:01:07 GMT)\",\"changeType\":\"UPDATE\"},\"Configuration.StateReason\":{\"previousValue\":null,\"updatedValue\":{\"code\":\"Client.UserInitiatedShutdown\",\"message\":\"Client.UserInitiatedShutdown: User initiated shutdown\"},\"changeType\":\"CREATE\"},\"Configuration.CpuOptions.CoreCount\":{\"previousValue\":1,\"updatedValue\":2,\"changeType\":\"UPDATE\"}},\"changeType\":\"UPDATE\"},\"configurationItem\":{\"relatedEvents\":[],\"relationships\":[{\"resourceId\":\"eipalloc-0ebb4367662263cc1\",\"resourceName\":null,\"resourceType\":\"AWS::EC2::EIP\",\"name\":\"Is attached to ElasticIp\"},{\"resourceId\":\"eni-034dd31c4b17ada8c\",\"resourceName\":null,\"resourceType\":\"AWS::EC2::NetworkInterface\",\"name\":\"Contains NetworkInterface\"},{\"resourceId\":\"eni-09a604c0ec356b06f\",\"resourceName\":null,\"resourceType\":\"AWS::EC2::NetworkInterface\",\"name\":\"Contains NetworkInterface\"},{\"resourceId\":\"sg-0fb295a327d9b4835\",\"resourceName\":null,\"resourceType\":\"AWS::EC2::SecurityGroup\",\"name\":\"Is associated with SecurityGroup\"},{\"resourceId\":\"subnet-cad1f2f4\",\"resourceName\":null,\"resourceType\":\"AWS::EC2::Subnet\",\"name\":\"Is contained in Subnet\"},{\"resourceId\":\"vol-0a288b5eb9fea4b30\",\"resourceName\":null,\"resourceType\":\"AWS::EC2::Volume\",\"name\":\"Is attached to Volume\"},{\"resourceId\":\"vpc-2d96be57\",\"resourceName\":null,\"resourceType\":\"AWS::EC2::VPC\",\"name\":\"Is contained in Vpc\"}],\"configuration\":{\"amiLaunchIndex\":0,\"imageId\":\"ami-09d95fab7fff3776c\",\"instanceId\":\"i-042dd005362091826\",\"instanceType\":\"t2.medium\",\"kernelId\":null,\"keyName\":\"mihaec2\",\"launchTime\":\"2023-04-27T14:57:16.000Z\",\"monitoring\":{\"state\":\"disabled\"},\"placement\":{\"availabilityZone\":\"us-east-1e\",\"affinity\":null,\"groupName\":\"\",\"partitionNumber\":null,\"hostId\":null,\"tenancy\":\"default\",\"spreadDomain\":null,\"hostResourceGroupArn\":null},\"platform\":null,\"privateDnsName\":\"ip-172-31-78-41.ec2.internal\",\"privateIpAddress\":\"172.31.78.41\",\"productCodes\":[],\"publicDnsName\":\"ec2-3-232-229-57.compute-1.amazonaws.com\",\"publicIpAddress\":\"3.232.229.57\",\"ramdiskId\":null,\"state\":{\"code\":80,\"name\":\"stopped\"},\"stateTransitionReason\":\"User initiated (2023-04-27 15:01:07 GMT)\",\"subnetId\":\"subnet-cad1f2f4\",\"vpcId\":\"vpc-2d96be57\",\"architecture\":\"x86_64\",\"blockDeviceMappings\":[{\"deviceName\":\"/dev/xvda\",\"ebs\":{\"attachTime\":\"2020-05-30T15:21:58.000Z\",\"deleteOnTermination\":true,\"status\":\"attached\",\"volumeId\":\"vol-0a288b5eb9fea4b30\"}}],\"clientToken\":\"\",\"ebsOptimized\":false,\"enaSupport\":true,\"hypervisor\":\"xen\",\"iamInstanceProfile\":{\"arn\":\"arn:aws:iam::0123456789012:instance-profile/AmazonSSMRoleForInstancesQuickSetup\",\"id\":\"AIPAS5S4WFUBL72S3QXW5\"},\"instanceLifecycle\":null,\"elasticGpuAssociations\":[],\"elasticInferenceAcceleratorAssociations\":[],\"networkInterfaces\":[{\"association\":{\"carrierIp\":null,\"ipOwnerId\":\"0123456789012\",\"publicDnsName\":\"ec2-3-232-229-57.compute-1.amazonaws.com\",\"publicIp\":\"3.232.229.57\"},\"attachment\":{\"attachTime\":\"2020-05-30T15:21:57.000Z\",\"attachmentId\":\"eni-attach-0a7e75dc9c1c291a0\",\"deleteOnTermination\":true,\"deviceIndex\":0,\"status\":\"attached\",\"networkCardIndex\":0},\"description\":\"\",\"groups\":[{\"groupName\":\"minhaec2\",\"groupId\":\"sg-0fb295a327d9b4835\"}],\"ipv6Addresses\":[],\"macAddress\":\"06:cf:00:c2:17:db\",\"networkInterfaceId\":\"eni-034dd31c4b17ada8c\",\"ownerId\":\"0123456789012\",\"privateDnsName\":\"ip-172-31-78-41.ec2.internal\",\"privateIpAddress\":\"172.31.78.41\",\"privateIpAddresses\":[{\"association\":{\"carrierIp\":null,\"ipOwnerId\":\"0123456789012\",\"publicDnsName\":\"ec2-3-232-229-57.compute-1.amazonaws.com\",\"publicIp\":\"3.232.229.57\"},\"primary\":true,\"privateDnsName\":\"ip-172-31-78-41.ec2.internal\",\"privateIpAddress\":\"172.31.78.41\"}],\"sourceDestCheck\":true,\"status\":\"in-use\",\"subnetId\":\"subnet-cad1f2f4\",\"vpcId\":\"vpc-2d96be57\",\"interfaceType\":\"interface\"},{\"association\":null,\"attachment\":{\"attachTime\":\"2020-11-26T23:46:04.000Z\",\"attachmentId\":\"eni-attach-0e6d150ebbd19966e\",\"deleteOnTermination\":false,\"deviceIndex\":1,\"status\":\"attached\",\"networkCardIndex\":0},\"description\":\"MINHAEC2AAAAAA\",\"groups\":[{\"groupName\":\"minhaec2\",\"groupId\":\"sg-0fb295a327d9b4835\"},{\"groupName\":\"default\",\"groupId\":\"sg-88105fa0\"}],\"ipv6Addresses\":[],\"macAddress\":\"06:0a:62:00:64:5f\",\"networkInterfaceId\":\"eni-09a604c0ec356b06f\",\"ownerId\":\"0123456789012\",\"privateDnsName\":\"ip-172-31-70-9.ec2.internal\",\"privateIpAddress\":\"172.31.70.9\",\"privateIpAddresses\":[{\"association\":null,\"primary\":true,\"privateDnsName\":\"ip-172-31-70-9.ec2.internal\",\"privateIpAddress\":\"172.31.70.9\"}],\"sourceDestCheck\":true,\"status\":\"in-use\",\"subnetId\":\"subnet-cad1f2f4\",\"vpcId\":\"vpc-2d96be57\",\"interfaceType\":\"interface\"}],\"outpostArn\":null,\"rootDeviceName\":\"/dev/xvda\",\"rootDeviceType\":\"ebs\",\"securityGroups\":[{\"groupName\":\"minhaec2\",\"groupId\":\"sg-0fb295a327d9b4835\"}],\"sourceDestCheck\":true,\"spotInstanceRequestId\":null,\"sriovNetSupport\":null,\"stateReason\":{\"code\":\"Client.UserInitiatedShutdown\",\"message\":\"Client.UserInitiatedShutdown: User initiated shutdown\"},\"tags\":[{\"key\":\"projeto\",\"value\":\"meetup\"},{\"key\":\"Name\",\"value\":\"Minha\"},{\"key\":\"CentroCusto\",\"value\":\"TI\"},{\"key\":\"Setor\",\"value\":\"Desenvolvimento\"}],\"virtualizationType\":\"hvm\",\"cpuOptions\":{\"coreCount\":2,\"threadsPerCore\":1},\"capacityReservationId\":null,\"capacityReservationSpecification\":{\"capacityReservationPreference\":\"open\",\"capacityReservationTarget\":null},\"hibernationOptions\":{\"configured\":false},\"licenses\":[],\"metadataOptions\":{\"state\":\"applied\",\"httpTokens\":\"optional\",\"httpPutResponseHopLimit\":1,\"httpEndpoint\":\"enabled\"},\"enclaveOptions\":{\"enabled\":false},\"bootMode\":null},\"supplementaryConfiguration\":{},\"tags\":{\"projeto\":\"meetup\",\"Setor\":\"Desenvolvimento\",\"CentroCusto\":\"TI\",\"Name\":\"Minha\"},\"configurationItemVersion\":\"1.3\",\"configurationItemCaptureTime\":\"2023-04-27T15:03:11.636Z\",\"configurationStateId\":1682607791636,\"awsAccountId\":\"0123456789012\",\"configurationItemStatus\":\"OK\",\"resourceType\":\"AWS::EC2::Instance\",\"resourceId\":\"i-042dd005362091826\",\"resourceName\":null,\"ARN\":\"arn:aws:ec2:us-east-1:0123456789012:instance/i-042dd005362091826\",\"awsRegion\":\"us-east-1\",\"availabilityZone\":\"us-east-1e\",\"configurationStateMd5Hash\":\"\",\"resourceCreationTime\":\"2023-04-27T14:57:16.000Z\"},\"notificationCreationTime\":\"2023-04-27T15:03:13.332Z\",\"messageType\":\"ConfigurationItemChangeNotification\",\"recordVersion\":\"1.3\"}",
-    "ruleParameters":"{\"desiredInstanceType\": \"t2.micro\"}",
-    "resultToken":"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",
-    "eventLeftScope":false,
-    "executionRoleArn":"arn:aws:iam::0123456789012:role/aws-service-role/config.amazonaws.com/AWSServiceRoleForConfig",
-    "configRuleArn":"arn:aws:config:us-east-1:0123456789012:config-rule/config-rule-i9y8j9",
-    "configRuleName":"MyRule",
-    "configRuleId":"config-rule-i9y8j9",
-    "accountId":"0123456789012",
-    "evaluationMode":"DETECTIVE"
- }
diff --git a/examples/event_sources/src/aws_config_rule_oversized.json b/examples/event_sources/src/aws_config_rule_oversized.json
deleted file mode 100644
index 5eaef4e0015..00000000000
--- a/examples/event_sources/src/aws_config_rule_oversized.json
+++ /dev/null
@@ -1,12 +0,0 @@
-{
-    "invokingEvent": "{\"configurationItemSummary\": {\"changeType\": \"UPDATE\",\"configurationItemVersion\": \"1.2\",\"configurationItemCaptureTime\":\"2016-10-06T16:46:16.261Z\",\"configurationStateId\": 0,\"awsAccountId\":\"123456789012\",\"configurationItemStatus\": \"OK\",\"resourceType\": \"AWS::EC2::Instance\",\"resourceId\":\"i-00000000\",\"resourceName\":null,\"ARN\":\"arn:aws:ec2:us-west-2:123456789012:instance/i-00000000\",\"awsRegion\": \"us-west-2\",\"availabilityZone\":\"us-west-2a\",\"configurationStateMd5Hash\":\"8f1ee69b287895a0f8bc5753eca68e96\",\"resourceCreationTime\":\"2016-10-06T16:46:10.489Z\"},\"messageType\":\"OversizedConfigurationItemChangeNotification\", \"notificationCreationTime\": \"2016-10-06T16:46:16.261Z\", \"recordVersion\": \"1.0\"}",
-    "ruleParameters": "{\"myParameterKey\":\"myParameterValue\"}",
-    "resultToken": "myResultToken",
-    "eventLeftScope": false,
-    "executionRoleArn": "arn:aws:iam::123456789012:role/config-role",
-    "configRuleArn": "arn:aws:config:us-east-2:123456789012:config-rule/config-rule-ec2-managed-instance-inventory",
-    "configRuleName": "change-triggered-config-rule",
-    "configRuleId": "config-rule-0123456",
-    "accountId": "123456789012",
-    "version": "1.0"
-}
diff --git a/examples/event_sources/src/bedrock_agent_event.py b/examples/event_sources/src/bedrock_agent.py
similarity index 83%
rename from examples/event_sources/src/bedrock_agent_event.py
rename to examples/event_sources/src/bedrock_agent.py
index b16d3c86bad..31d5684fa08 100644
--- a/examples/event_sources/src/bedrock_agent_event.py
+++ b/examples/event_sources/src/bedrock_agent.py
@@ -1,12 +1,11 @@
 from aws_lambda_powertools import Logger
 from aws_lambda_powertools.utilities.data_classes import BedrockAgentEvent, event_source
-from aws_lambda_powertools.utilities.typing import LambdaContext
 
 logger = Logger()
 
 
 @event_source(data_class=BedrockAgentEvent)
-def lambda_handler(event: BedrockAgentEvent, context: LambdaContext) -> dict:
+def lambda_handler(event: BedrockAgentEvent, context) -> dict:
     input_text = event.input_text
 
     logger.info(f"Bedrock Agent {event.action_group} invoked with input", input_text=input_text)
diff --git a/examples/event_sources/src/cloudWatchDashboard.py b/examples/event_sources/src/cloudWatchDashboard.py
new file mode 100644
index 00000000000..ff8b896a806
--- /dev/null
+++ b/examples/event_sources/src/cloudWatchDashboard.py
@@ -0,0 +1,31 @@
+from aws_lambda_powertools import Logger
+from aws_lambda_powertools.utilities.data_classes import CloudWatchDashboardCustomWidgetEvent, event_source
+
+logger = Logger()
+
+
+@event_source(data_class=CloudWatchDashboardCustomWidgetEvent)
+def lambda_handler(event: CloudWatchDashboardCustomWidgetEvent, context):
+    if event.widget_context is None:
+        logger.warning("No widget context provided")
+        return {"title": "Error", "markdown": "Widget context is missing"}
+
+    logger.info(f"Processing custom widget for dashboard: {event.widget_context.dashboard_name}")
+
+    # Access specific event properties
+    widget_id = event.widget_context.widget_id
+    time_range = event.widget_context.time_range
+
+    if time_range is None:
+        logger.warning("No time range provided")
+        return {"title": f"Custom Widget {widget_id}", "markdown": "Time range is missing"}
+
+    # Your custom widget logic here
+    return {
+        "title": f"Custom Widget {widget_id}",
+        "markdown": f"""
+        Dashboard: {event.widget_context.dashboard_name}
+        Time Range: {time_range.start} to {time_range.end}
+        Theme: {event.widget_context.theme or 'default'}
+        """,
+    }
diff --git a/examples/event_sources/src/cloudformation_custom_resource_handler.py b/examples/event_sources/src/cloudformation_custom_resource_handler.py
index fa5b85d54df..87fa2bd1ab9 100644
--- a/examples/event_sources/src/cloudformation_custom_resource_handler.py
+++ b/examples/event_sources/src/cloudformation_custom_resource_handler.py
@@ -13,31 +13,15 @@ def lambda_handler(event: CloudFormationCustomResourceEvent, context: LambdaCont
     request_type = event.request_type
 
     if request_type == "Create":
-        return on_create(event)
-    if request_type == "Update":
-        return on_update(event)
-    if request_type == "Delete":
-        return on_delete(event)
+        return on_create(event, context)
+    else:
+        raise ValueError(f"Invalid request type: {request_type}")
 
 
-def on_create(event: CloudFormationCustomResourceEvent):
+def on_create(event: CloudFormationCustomResourceEvent, context: LambdaContext):
     props = event.resource_properties
     logger.info(f"Create new resource with props {props}.")
 
-    # Add your create code here ...
-    physical_id = ...
+    physical_id = f"MyResource-{context.aws_request_id}"
 
-    return {"PhysicalResourceId": physical_id}
-
-
-def on_update(event: CloudFormationCustomResourceEvent):
-    physical_id = event.physical_resource_id
-    props = event.resource_properties
-    logger.info(f"Update resource {physical_id} with props {props}.")
-    # ...
-
-
-def on_delete(event: CloudFormationCustomResourceEvent):
-    physical_id = event.physical_resource_id
-    logger.info(f"Delete resource {physical_id}.")
-    # ...
+    return {"PhysicalResourceId": physical_id, "Data": {"Message": "Resource created successfully"}}
diff --git a/examples/event_sources/src/cloudwatch_logs.py b/examples/event_sources/src/cloudwatch_logs.py
new file mode 100644
index 00000000000..95890275595
--- /dev/null
+++ b/examples/event_sources/src/cloudwatch_logs.py
@@ -0,0 +1,18 @@
+from aws_lambda_powertools import Logger
+from aws_lambda_powertools.utilities.data_classes import CloudWatchLogsEvent, event_source
+from aws_lambda_powertools.utilities.data_classes.cloud_watch_logs_event import CloudWatchLogsDecodedData
+
+logger = Logger()
+
+
+@event_source(data_class=CloudWatchLogsEvent)
+def lambda_handler(event: CloudWatchLogsEvent, context):
+    decompressed_log: CloudWatchLogsDecodedData = event.parse_logs_data()
+
+    logger.info(f"Log group: {decompressed_log.log_group}")
+    logger.info(f"Log stream: {decompressed_log.log_stream}")
+
+    for log_event in decompressed_log.log_events:
+        logger.info(f"Timestamp: {log_event.timestamp}, Message: {log_event.message}")
+
+    return {"statusCode": 200, "body": f"Processed {len(decompressed_log.log_events)} log events"}
diff --git a/examples/event_sources/src/code_pipeline_job.py b/examples/event_sources/src/code_pipeline_job.py
new file mode 100644
index 00000000000..39db6e60b9e
--- /dev/null
+++ b/examples/event_sources/src/code_pipeline_job.py
@@ -0,0 +1,10 @@
+from aws_lambda_powertools.utilities.data_classes import CodePipelineJobEvent, event_source
+
+
+@event_source(data_class=CodePipelineJobEvent)
+def lambda_handler(event: CodePipelineJobEvent, context):
+    job_id = event.get_id
+
+    input_bucket = event.input_bucket_name
+
+    return {"statusCode": 200, "body": f"Processed job {job_id} from bucket {input_bucket}"}
diff --git a/examples/event_sources/src/codedeploy_lifecycle_hook.py b/examples/event_sources/src/codedeploy_lifecycle_hook.py
new file mode 100644
index 00000000000..6da54d185fc
--- /dev/null
+++ b/examples/event_sources/src/codedeploy_lifecycle_hook.py
@@ -0,0 +1,9 @@
+from aws_lambda_powertools.utilities.data_classes import CodeDeployLifecycleHookEvent, event_source
+
+
+@event_source(data_class=CodeDeployLifecycleHookEvent)
+def lambda_handler(event: CodeDeployLifecycleHookEvent, context):
+    deployment_id = event.deployment_id
+    lifecycle_event_hook_execution_id = event.lifecycle_event_hook_execution_id
+
+    return {"deployment_id": deployment_id, "lifecycle_event_hook_execution_id": lifecycle_event_hook_execution_id}
diff --git a/examples/event_sources/src/cognito_create_auth.py b/examples/event_sources/src/cognito_create_auth.py
new file mode 100644
index 00000000000..9f57743f053
--- /dev/null
+++ b/examples/event_sources/src/cognito_create_auth.py
@@ -0,0 +1,11 @@
+from aws_lambda_powertools.utilities.data_classes import event_source
+from aws_lambda_powertools.utilities.data_classes.cognito_user_pool_event import CreateAuthChallengeTriggerEvent
+
+
+@event_source(data_class=CreateAuthChallengeTriggerEvent)
+def handler(event: CreateAuthChallengeTriggerEvent, context) -> dict:
+    if event.request.challenge_name == "CUSTOM_CHALLENGE":
+        event.response.public_challenge_parameters = {"captchaUrl": "url/123.jpg"}
+        event.response.private_challenge_parameters = {"answer": "5"}
+        event.response.challenge_metadata = "CAPTCHA_CHALLENGE"
+    return event.raw_event
diff --git a/examples/event_sources/src/cognito_define_auth.py b/examples/event_sources/src/cognito_define_auth.py
new file mode 100644
index 00000000000..2f7d197bb26
--- /dev/null
+++ b/examples/event_sources/src/cognito_define_auth.py
@@ -0,0 +1,30 @@
+from aws_lambda_powertools.utilities.data_classes.cognito_user_pool_event import DefineAuthChallengeTriggerEvent
+
+
+def lambda_handler(event, context) -> dict:
+    event_obj: DefineAuthChallengeTriggerEvent = DefineAuthChallengeTriggerEvent(event)
+
+    if len(event_obj.request.session) == 1 and event_obj.request.session[0].challenge_name == "SRP_A":
+        event_obj.response.issue_tokens = False
+        event_obj.response.fail_authentication = False
+        event_obj.response.challenge_name = "PASSWORD_VERIFIER"
+    elif (
+        len(event_obj.request.session) == 2
+        and event_obj.request.session[1].challenge_name == "PASSWORD_VERIFIER"
+        and event_obj.request.session[1].challenge_result
+    ):
+        event_obj.response.issue_tokens = False
+        event_obj.response.fail_authentication = False
+        event_obj.response.challenge_name = "CUSTOM_CHALLENGE"
+    elif (
+        len(event_obj.request.session) == 3
+        and event_obj.request.session[2].challenge_name == "CUSTOM_CHALLENGE"
+        and event_obj.request.session[2].challenge_result
+    ):
+        event_obj.response.issue_tokens = True
+        event_obj.response.fail_authentication = False
+    else:
+        event_obj.response.issue_tokens = False
+        event_obj.response.fail_authentication = True
+
+    return event_obj.raw_event
diff --git a/examples/event_sources/src/cognito_post_confirmation.py b/examples/event_sources/src/cognito_post_confirmation.py
new file mode 100644
index 00000000000..51ecc2de43f
--- /dev/null
+++ b/examples/event_sources/src/cognito_post_confirmation.py
@@ -0,0 +1,9 @@
+from aws_lambda_powertools.utilities.data_classes.cognito_user_pool_event import PostConfirmationTriggerEvent
+
+
+def lambda_handler(event, context):
+    event: PostConfirmationTriggerEvent = PostConfirmationTriggerEvent(event)
+
+    user_attributes = event.request.user_attributes
+
+    return {"statusCode": 200, "body": f"User attributes: {user_attributes}"}
diff --git a/examples/event_sources/src/cognito_verify_auth.py b/examples/event_sources/src/cognito_verify_auth.py
new file mode 100644
index 00000000000..ae15942246e
--- /dev/null
+++ b/examples/event_sources/src/cognito_verify_auth.py
@@ -0,0 +1,10 @@
+from aws_lambda_powertools.utilities.data_classes import event_source
+from aws_lambda_powertools.utilities.data_classes.cognito_user_pool_event import VerifyAuthChallengeResponseTriggerEvent
+
+
+@event_source(data_class=VerifyAuthChallengeResponseTriggerEvent)
+def lambda_handler(event: VerifyAuthChallengeResponseTriggerEvent, context) -> dict:
+    event.response.answer_correct = (
+        event.request.private_challenge_parameters.get("answer") == event.request.challenge_answer
+    )
+    return event.raw_event
diff --git a/examples/event_sources/src/connect_contact_flow.py b/examples/event_sources/src/connect_contact_flow.py
new file mode 100644
index 00000000000..53d120a4c4b
--- /dev/null
+++ b/examples/event_sources/src/connect_contact_flow.py
@@ -0,0 +1,14 @@
+from aws_lambda_powertools.utilities.data_classes.connect_contact_flow_event import (
+    ConnectContactFlowChannel,
+    ConnectContactFlowEndpointType,
+    ConnectContactFlowEvent,
+    ConnectContactFlowInitiationMethod,
+)
+
+
+def lambda_handler(event, context):
+    event: ConnectContactFlowEvent = ConnectContactFlowEvent(event)
+    assert event.contact_data.attributes == {"Language": "en-US"}
+    assert event.contact_data.channel == ConnectContactFlowChannel.VOICE
+    assert event.contact_data.customer_endpoint.endpoint_type == ConnectContactFlowEndpointType.TELEPHONE_NUMBER
+    assert event.contact_data.initiation_method == ConnectContactFlowInitiationMethod.API
diff --git a/examples/event_sources/src/dynamodb_multiple_records.py b/examples/event_sources/src/dynamodb_multiple_records.py
new file mode 100644
index 00000000000..8436dcfc827
--- /dev/null
+++ b/examples/event_sources/src/dynamodb_multiple_records.py
@@ -0,0 +1,13 @@
+from aws_lambda_powertools.utilities.data_classes import DynamoDBStreamEvent, event_source
+from aws_lambda_powertools.utilities.typing import LambdaContext
+
+
+@event_source(data_class=DynamoDBStreamEvent)
+def lambda_handler(event: DynamoDBStreamEvent, context: LambdaContext):
+    processed_keys = []
+    for record in event.records:
+        if record.dynamodb and record.dynamodb.keys and "Id" in record.dynamodb.keys:
+            key = record.dynamodb.keys["Id"]
+            processed_keys.append(key)
+
+    return {"statusCode": 200, "body": f"Processed keys: {processed_keys}"}
diff --git a/examples/event_sources/src/dynamodb_stream.py b/examples/event_sources/src/dynamodb_stream.py
new file mode 100644
index 00000000000..e317ddac8d4
--- /dev/null
+++ b/examples/event_sources/src/dynamodb_stream.py
@@ -0,0 +1,16 @@
+from aws_lambda_powertools.utilities.data_classes.dynamo_db_stream_event import (
+    DynamoDBRecordEventName,
+    DynamoDBStreamEvent,
+)
+
+
+def lambda_handler(event, context):
+    event: DynamoDBStreamEvent = DynamoDBStreamEvent(event)
+
+    # Multiple records can be delivered in a single event
+    for record in event.records:
+        if record.event_name == DynamoDBRecordEventName.MODIFY:
+            pass
+        elif record.event_name == DynamoDBRecordEventName.INSERT:
+            pass
+    return "success"
diff --git a/examples/event_sources/src/eventBridgeEvent.py b/examples/event_sources/src/eventBridgeEvent.py
new file mode 100644
index 00000000000..5bd9c165824
--- /dev/null
+++ b/examples/event_sources/src/eventBridgeEvent.py
@@ -0,0 +1,11 @@
+from aws_lambda_powertools.utilities.data_classes import EventBridgeEvent, event_source
+
+
+@event_source(data_class=EventBridgeEvent)
+def lambda_handler(event: EventBridgeEvent, context):
+    detail_type = event.detail_type
+    state = event.detail.get("state")
+
+    # Do something
+
+    return {"detail_type": detail_type, "state": state}
diff --git a/examples/event_sources/src/getting_started_data_classes.py b/examples/event_sources/src/getting_started_data_classes.py
new file mode 100644
index 00000000000..64119fc4c0f
--- /dev/null
+++ b/examples/event_sources/src/getting_started_data_classes.py
@@ -0,0 +1,9 @@
+from aws_lambda_powertools.utilities.data_classes import APIGatewayProxyEvent
+
+
+def lambda_handler(event: dict, context):
+    api_event = APIGatewayProxyEvent(event)
+    if "hello" in api_event.path and api_event.http_method == "GET":
+        return {"statusCode": 200, "body": f"Hello from path: {api_event.path}"}
+    else:
+        return {"statusCode": 400, "body": "No Hello from path"}
diff --git a/examples/event_sources/src/kafka_event.py b/examples/event_sources/src/kafka_event.py
new file mode 100644
index 00000000000..c6f62e243eb
--- /dev/null
+++ b/examples/event_sources/src/kafka_event.py
@@ -0,0 +1,12 @@
+from aws_lambda_powertools.utilities.data_classes import KafkaEvent, event_source
+
+
+def do_something_with(key: str, value: str):
+    print(f"key: {key}, value: {value}")
+
+
+@event_source(data_class=KafkaEvent)
+def lambda_handler(event: KafkaEvent, context):
+    for record in event.records:
+        do_something_with(record.topic, record.value)
+    return "success"
diff --git a/examples/event_sources/src/kinesisStreamCloudWatchLogs.py b/examples/event_sources/src/kinesisStreamCloudWatchLogs.py
new file mode 100644
index 00000000000..fa6fccf2b17
--- /dev/null
+++ b/examples/event_sources/src/kinesisStreamCloudWatchLogs.py
@@ -0,0 +1,17 @@
+from typing import List
+
+from aws_lambda_powertools.utilities.data_classes import event_source
+from aws_lambda_powertools.utilities.data_classes.cloud_watch_logs_event import CloudWatchLogsDecodedData
+from aws_lambda_powertools.utilities.data_classes.kinesis_stream_event import (
+    KinesisStreamEvent,
+    extract_cloudwatch_logs_from_event,
+)
+
+
+@event_source(data_class=KinesisStreamEvent)
+def lambda_handler(event: KinesisStreamEvent, context):
+    logs: List[CloudWatchLogsDecodedData] = extract_cloudwatch_logs_from_event(event)
+    for log in logs:
+        if log.message_type == "DATA_MESSAGE":
+            return "success"
+    return "nothing to be processed"
diff --git a/examples/event_sources/src/kinesis_batch_example.py b/examples/event_sources/src/kinesis_batch_example.py
new file mode 100644
index 00000000000..0a7366fdd8b
--- /dev/null
+++ b/examples/event_sources/src/kinesis_batch_example.py
@@ -0,0 +1,29 @@
+from aws_lambda_powertools import Logger
+from aws_lambda_powertools.utilities.batch import (
+    BatchProcessor,
+    EventType,
+    process_partial_response,
+)
+from aws_lambda_powertools.utilities.data_classes.kinesis_stream_event import (
+    KinesisStreamRecord,
+    extract_cloudwatch_logs_from_record,
+)
+
+logger = Logger()
+
+processor = BatchProcessor(event_type=EventType.KinesisDataStreams)
+
+
+def record_handler(record: KinesisStreamRecord):
+    log = extract_cloudwatch_logs_from_record(record)
+    logger.info(f"Message type: {log.message_type}")
+    return log.message_type == "DATA_MESSAGE"
+
+
+def lambda_handler(event, context):
+    return process_partial_response(
+        event=event,
+        record_handler=record_handler,
+        processor=processor,
+        context=context,
+    )
diff --git a/examples/event_sources/src/kinesis_streams.py b/examples/event_sources/src/kinesis_streams.py
new file mode 100644
index 00000000000..630190c5807
--- /dev/null
+++ b/examples/event_sources/src/kinesis_streams.py
@@ -0,0 +1,40 @@
+import json
+from typing import Any, Dict, Union
+
+from aws_lambda_powertools import Logger
+from aws_lambda_powertools.utilities.data_classes import KinesisStreamEvent, event_source
+from aws_lambda_powertools.utilities.typing import LambdaContext
+
+logger = Logger()
+
+
+@event_source(data_class=KinesisStreamEvent)
+def lambda_handler(event: KinesisStreamEvent, context: LambdaContext):
+    for record in event.records:
+        kinesis_record = record.kinesis
+
+        payload: Union[Dict[str, Any], str]
+
+        try:
+            # Try to parse as JSON first
+            payload = kinesis_record.data_as_json()
+            logger.info("Received JSON data from Kinesis")
+        except json.JSONDecodeError:
+            # If JSON parsing fails, get as text
+            payload = kinesis_record.data_as_text()
+            logger.info("Received text data from Kinesis")
+
+        process_data(payload)
+
+    return {"statusCode": 200, "body": "Processed all records successfully"}
+
+
+def process_data(data: Union[Dict[str, Any], str]) -> None:
+    if isinstance(data, dict):
+        # Handle JSON data
+        logger.info(f"Processing JSON data: {data}")
+        # Add your JSON processing logic here
+    else:
+        # Handle text data
+        logger.info(f"Processing text data: {data}")
+        # Add your text processing logic here
diff --git a/examples/event_sources/src/lambdaFunctionUrl.py b/examples/event_sources/src/lambdaFunctionUrl.py
new file mode 100644
index 00000000000..f518d825680
--- /dev/null
+++ b/examples/event_sources/src/lambdaFunctionUrl.py
@@ -0,0 +1,7 @@
+from aws_lambda_powertools.utilities.data_classes import LambdaFunctionUrlEvent, event_source
+
+
+@event_source(data_class=LambdaFunctionUrlEvent)
+def lambda_handler(event: LambdaFunctionUrlEvent, context):
+    if event.request_context.http.method == "GET":
+        return {"statusCode": 200, "body": "Hello World!"}
diff --git a/examples/event_sources/src/rabbit_mq_example.py b/examples/event_sources/src/rabbit_mq_example.py
new file mode 100644
index 00000000000..998f012fdba
--- /dev/null
+++ b/examples/event_sources/src/rabbit_mq_example.py
@@ -0,0 +1,21 @@
+from typing import Dict
+
+from aws_lambda_powertools import Logger
+from aws_lambda_powertools.utilities.data_classes import event_source
+from aws_lambda_powertools.utilities.data_classes.rabbit_mq_event import RabbitMQEvent
+
+logger = Logger()
+
+
+@event_source(data_class=RabbitMQEvent)
+def lambda_handler(event: RabbitMQEvent, context):
+    for queue_name, messages in event.rmq_messages_by_queue.items():
+        logger.debug(f"Messages for queue: {queue_name}")
+        for message in messages:
+            logger.debug(f"MessageID: {message.basic_properties.message_id}")
+            data: Dict = message.json_data
+            logger.debug(f"Process json in base64 encoded data str {data}")
+    return {
+        "queue_name": queue_name,
+        "message_id": message.basic_properties.message_id,
+    }
diff --git a/examples/event_sources/src/s3Event.py b/examples/event_sources/src/s3Event.py
new file mode 100644
index 00000000000..2307bdfc5e0
--- /dev/null
+++ b/examples/event_sources/src/s3Event.py
@@ -0,0 +1,18 @@
+from urllib.parse import unquote_plus
+
+from aws_lambda_powertools.utilities.data_classes import S3Event, event_source
+
+
+@event_source(data_class=S3Event)
+def lambda_handler(event: S3Event, context):
+    bucket_name = event.bucket_name
+
+    # Multiple records can be delivered in a single event
+    for record in event.records:
+        object_key = unquote_plus(record.s3.get_object.key)
+        object_etag = record.s3.get_object.etag
+    return {
+        "bucket": bucket_name,
+        "object_key": object_key,
+        "object_etag": object_etag,
+    }
diff --git a/examples/event_sources/src/s3_event_bridge.py b/examples/event_sources/src/s3_event_bridge.py
new file mode 100644
index 00000000000..425c144bfd8
--- /dev/null
+++ b/examples/event_sources/src/s3_event_bridge.py
@@ -0,0 +1,13 @@
+from aws_lambda_powertools.utilities.data_classes import S3EventBridgeNotificationEvent, event_source
+
+
+@event_source(data_class=S3EventBridgeNotificationEvent)
+def lambda_handler(event: S3EventBridgeNotificationEvent, context):
+    bucket_name = event.detail.bucket.name
+    file_key = event.detail.object.key
+    if event.detail_type == "Object Created":
+        print(f"Object {file_key} created in bucket {bucket_name}")
+    return {
+        "bucket": bucket_name,
+        "file_key": file_key,
+    }
diff --git a/examples/event_sources/src/s3_object_lambda.py b/examples/event_sources/src/s3_object_lambda.py
new file mode 100644
index 00000000000..11e20287191
--- /dev/null
+++ b/examples/event_sources/src/s3_object_lambda.py
@@ -0,0 +1,31 @@
+import boto3
+import requests
+
+from aws_lambda_powertools import Logger
+from aws_lambda_powertools.logging.correlation_paths import S3_OBJECT_LAMBDA
+from aws_lambda_powertools.utilities.data_classes.s3_object_event import S3ObjectLambdaEvent
+
+logger = Logger()
+session = boto3.session.Session()
+s3 = session.client("s3")
+
+
+@logger.inject_lambda_context(correlation_id_path=S3_OBJECT_LAMBDA, log_event=True)
+def lambda_handler(event, context):
+    event = S3ObjectLambdaEvent(event)
+
+    # Get object from S3
+    response = requests.get(event.input_s3_url)
+    original_object = response.content.decode("utf-8")
+
+    # Make changes to the object about to be returned
+    transformed_object = original_object.upper()
+
+    # Write object back to S3 Object Lambda
+    s3.write_get_object_response(
+        Body=transformed_object,
+        RequestRoute=event.request_route,
+        RequestToken=event.request_token,
+    )
+
+    return {"status_code": 200}
diff --git a/examples/event_sources/src/secrets_manager_event.json b/examples/event_sources/src/secrets_manager_event.json
deleted file mode 100644
index 18e7dcd935b..00000000000
--- a/examples/event_sources/src/secrets_manager_event.json
+++ /dev/null
@@ -1,5 +0,0 @@
-{
-    "SecretId":"arn:aws:secretsmanager:us-west-2:123456789012:secret:MyTestDatabaseSecret-a1b2c3",
-    "ClientRequestToken":"550e8400-e29b-41d4-a716-446655440000",
-    "Step":"createSecret"
-}
diff --git a/examples/event_sources/src/ses_event.py b/examples/event_sources/src/ses_event.py
new file mode 100644
index 00000000000..690bfd2f7bc
--- /dev/null
+++ b/examples/event_sources/src/ses_event.py
@@ -0,0 +1,13 @@
+from aws_lambda_powertools.utilities.data_classes import SESEvent, event_source
+
+
+@event_source(data_class=SESEvent)
+def lambda_handler(event: SESEvent, context):
+    # Multiple records can be delivered in a single event
+    for record in event.records:
+        mail = record.ses.mail
+        common_headers = mail.common_headers
+    return {
+        "mail": mail,
+        "common_headers": common_headers,
+    }
diff --git a/examples/event_sources/src/sns_event.py b/examples/event_sources/src/sns_event.py
new file mode 100644
index 00000000000..a45e02b1e24
--- /dev/null
+++ b/examples/event_sources/src/sns_event.py
@@ -0,0 +1,13 @@
+from aws_lambda_powertools.utilities.data_classes import SNSEvent, event_source
+
+
+@event_source(data_class=SNSEvent)
+def lambda_handler(event: SNSEvent, context):
+    # Multiple records can be delivered in a single event
+    for record in event.records:
+        message = record.sns.message
+        subject = record.sns.subject
+    return {
+        "message": message,
+        "subject": subject,
+    }
diff --git a/examples/event_sources/src/sqs_event.py b/examples/event_sources/src/sqs_event.py
new file mode 100644
index 00000000000..b76b1bfd360
--- /dev/null
+++ b/examples/event_sources/src/sqs_event.py
@@ -0,0 +1,13 @@
+from aws_lambda_powertools.utilities.data_classes import SQSEvent, event_source
+
+
+@event_source(data_class=SQSEvent)
+def lambda_handler(event: SQSEvent, context):
+    # Multiple records can be delivered in a single event
+    for record in event.records:
+        message = record.body
+        message_id = record.message_id
+    return {
+        "message": message,
+        "message_id": message_id,
+    }
diff --git a/examples/homepage/install/arm64/amplify.txt b/examples/homepage/install/arm64/amplify.txt
index 6632d90e0c9..7621a2b88f7 100644
--- a/examples/homepage/install/arm64/amplify.txt
+++ b/examples/homepage/install/arm64/amplify.txt
@@ -6,7 +6,7 @@
 ? Do you want to configure advanced settings? Yes
 ...
 ? Do you want to enable Lambda layers for this function? Yes
-? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6
 ❯ amplify push -y
 
 
@@ -17,5 +17,5 @@ General information
 - Name: <NAME-OF-FUNCTION>
 ? Which setting do you want to update? Lambda layers configuration
 ? Do you want to enable Lambda layers for this function? Yes
-? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6
 ? Do you want to edit the local lambda function now? No
diff --git a/examples/homepage/install/arm64/cdk_arm64.py b/examples/homepage/install/arm64/cdk_arm64.py
index 92250f0537a..2115eb70b54 100644
--- a/examples/homepage/install/arm64/cdk_arm64.py
+++ b/examples/homepage/install/arm64/cdk_arm64.py
@@ -10,7 +10,7 @@ def __init__(self, scope: Construct, construct_id: str, **kwargs) -> None:
         powertools_layer = aws_lambda.LayerVersion.from_layer_version_arn(
             self,
             id="lambda-powertools",
-            layer_version_arn=f"arn:aws:lambda:{Aws.REGION}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5",
+            layer_version_arn=f"arn:aws:lambda:{Aws.REGION}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6",
         )
         aws_lambda.Function(
             self,
diff --git a/examples/homepage/install/arm64/pulumi_arm64.py b/examples/homepage/install/arm64/pulumi_arm64.py
index 01ccba0349d..401e64a19ec 100644
--- a/examples/homepage/install/arm64/pulumi_arm64.py
+++ b/examples/homepage/install/arm64/pulumi_arm64.py
@@ -22,7 +22,7 @@
         pulumi.Output.concat(
             "arn:aws:lambda:",
             aws.get_region_output().name,
-            ":017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5",
+            ":017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6",
         ),
     ],
     tracing_config={"mode": "Active"},
diff --git a/examples/homepage/install/arm64/sam.yaml b/examples/homepage/install/arm64/sam.yaml
index 46c1aa02e40..47596af46b9 100644
--- a/examples/homepage/install/arm64/sam.yaml
+++ b/examples/homepage/install/arm64/sam.yaml
@@ -9,4 +9,4 @@ Resources:
           Runtime: python3.12
           Handler: app.lambda_handler
           Layers:
-          - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5
+          - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6
diff --git a/examples/homepage/install/arm64/serverless.yml b/examples/homepage/install/arm64/serverless.yml
index c7ae8a9a464..0f312201c51 100644
--- a/examples/homepage/install/arm64/serverless.yml
+++ b/examples/homepage/install/arm64/serverless.yml
@@ -10,4 +10,4 @@ functions:
     handler: lambda_function.lambda_handler
     architecture: arm64
     layers:
-    - arn:aws:lambda:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5
+    - arn:aws:lambda:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6
diff --git a/examples/homepage/install/arm64/terraform.tf b/examples/homepage/install/arm64/terraform.tf
index ab348f26999..504bad85045 100644
--- a/examples/homepage/install/arm64/terraform.tf
+++ b/examples/homepage/install/arm64/terraform.tf
@@ -34,7 +34,7 @@ resource "aws_lambda_function" "test_lambda" {
   role          = aws_iam_role.iam_for_lambda.arn
   handler       = "index.test"
   runtime       = "python3.12"
-  layers        = ["arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:5"]
+  layers        = ["arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:6"]
   architectures = ["arm64"]
 
   source_code_hash = filebase64sha256("lambda_function_payload.zip")
diff --git a/examples/homepage/install/x86_64/amplify.txt b/examples/homepage/install/x86_64/amplify.txt
index c641b4fa01a..7e115842900 100644
--- a/examples/homepage/install/x86_64/amplify.txt
+++ b/examples/homepage/install/x86_64/amplify.txt
@@ -6,7 +6,7 @@
 ? Do you want to configure advanced settings? Yes
 ...
 ? Do you want to enable Lambda layers for this function? Yes
-? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6
 ❯ amplify push -y
 
 
@@ -17,5 +17,5 @@ General information
 - Name: <NAME-OF-FUNCTION>
 ? Which setting do you want to update? Lambda layers configuration
 ? Do you want to enable Lambda layers for this function? Yes
-? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6
 ? Do you want to edit the local lambda function now? No
diff --git a/examples/homepage/install/x86_64/cdk_x86.py b/examples/homepage/install/x86_64/cdk_x86.py
index 6aa8ae4bddc..cada7ccc549 100644
--- a/examples/homepage/install/x86_64/cdk_x86.py
+++ b/examples/homepage/install/x86_64/cdk_x86.py
@@ -10,7 +10,7 @@ def __init__(self, scope: Construct, construct_id: str, **kwargs) -> None:
         powertools_layer = aws_lambda.LayerVersion.from_layer_version_arn(
             self,
             id="lambda-powertools",
-            layer_version_arn=f"arn:aws:lambda:{Aws.REGION}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5",
+            layer_version_arn=f"arn:aws:lambda:{Aws.REGION}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6",
         )
         aws_lambda.Function(
             self,
diff --git a/examples/homepage/install/x86_64/pulumi_x86.py b/examples/homepage/install/x86_64/pulumi_x86.py
index d217218ca83..4e71b4124ce 100644
--- a/examples/homepage/install/x86_64/pulumi_x86.py
+++ b/examples/homepage/install/x86_64/pulumi_x86.py
@@ -22,7 +22,7 @@
         pulumi.Output.concat(
             "arn:aws:lambda:",
             aws.get_region_output().name,
-            ":017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5",
+            ":017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6",
         ),
     ],
     tracing_config={"mode": "Active"},
diff --git a/examples/homepage/install/x86_64/sam.yaml b/examples/homepage/install/x86_64/sam.yaml
index f1af3cb96ec..227cb925ba3 100644
--- a/examples/homepage/install/x86_64/sam.yaml
+++ b/examples/homepage/install/x86_64/sam.yaml
@@ -8,4 +8,4 @@ Resources:
             Runtime: python3.12
             Handler: app.lambda_handler
             Layers:
-            - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5
+            - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6
diff --git a/examples/homepage/install/x86_64/serverless.yml b/examples/homepage/install/x86_64/serverless.yml
index cd82dc91ca4..377eb759288 100644
--- a/examples/homepage/install/x86_64/serverless.yml
+++ b/examples/homepage/install/x86_64/serverless.yml
@@ -10,4 +10,4 @@ functions:
     handler: lambda_function.lambda_handler
     architecture: arm64
     layers:
-    - arn:aws:lambda:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5
+    - arn:aws:lambda:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6
diff --git a/examples/homepage/install/x86_64/terraform.tf b/examples/homepage/install/x86_64/terraform.tf
index 89add7efb29..39ba18c9ac8 100644
--- a/examples/homepage/install/x86_64/terraform.tf
+++ b/examples/homepage/install/x86_64/terraform.tf
@@ -34,7 +34,7 @@ resource "aws_lambda_function" "test_lambda" {
   role          = aws_iam_role.iam_for_lambda.arn
   handler       = "index.test"
   runtime       = "python3.12"
-  layers        = ["arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5"]
+  layers        = ["arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6"]
 
   source_code_hash = filebase64sha256("lambda_function_payload.zip")
 }
diff --git a/examples/idempotency/src/working_with_custom_idempotency_key_prefix.py b/examples/idempotency/src/working_with_custom_idempotency_key_prefix.py
new file mode 100644
index 00000000000..eacc2d3254b
--- /dev/null
+++ b/examples/idempotency/src/working_with_custom_idempotency_key_prefix.py
@@ -0,0 +1,39 @@
+import os
+from dataclasses import dataclass, field
+from uuid import uuid4
+
+from aws_lambda_powertools.utilities.idempotency import (
+    DynamoDBPersistenceLayer,
+    idempotent,
+)
+from aws_lambda_powertools.utilities.typing import LambdaContext
+
+table = os.getenv("IDEMPOTENCY_TABLE", "")
+persistence_layer = DynamoDBPersistenceLayer(table_name=table)
+
+
+@dataclass
+class Payment:
+    user_id: str
+    product_id: str
+    payment_id: str = field(default_factory=lambda: f"{uuid4()}")
+
+
+class PaymentError(Exception): ...
+
+
+@idempotent(persistence_store=persistence_layer, key_prefix="my_custom_prefix") # (1)!
+def lambda_handler(event: dict, context: LambdaContext):
+    try:
+        payment: Payment = create_subscription_payment(event)
+        return {
+            "payment_id": payment.payment_id,
+            "message": "success",
+            "statusCode": 200,
+        }
+    except Exception as exc:
+        raise PaymentError(f"Error creating payment {str(exc)}")
+
+
+def create_subscription_payment(event: dict) -> Payment:
+    return Payment(**event)
diff --git a/examples/idempotency/src/working_with_custom_idempotency_key_prefix_standalone.py b/examples/idempotency/src/working_with_custom_idempotency_key_prefix_standalone.py
new file mode 100644
index 00000000000..2fb8bd92275
--- /dev/null
+++ b/examples/idempotency/src/working_with_custom_idempotency_key_prefix_standalone.py
@@ -0,0 +1,46 @@
+import os
+from dataclasses import dataclass
+
+from aws_lambda_powertools.utilities.idempotency import (
+    DynamoDBPersistenceLayer,
+    IdempotencyConfig,
+    idempotent_function,
+)
+from aws_lambda_powertools.utilities.typing import LambdaContext
+
+table = os.getenv("IDEMPOTENCY_TABLE", "")
+dynamodb = DynamoDBPersistenceLayer(table_name=table)
+config = IdempotencyConfig(event_key_jmespath="order_id")  # see Choosing a payload subset section
+
+
+@dataclass
+class OrderItem:
+    sku: str
+    description: str
+
+
+@dataclass
+class Order:
+    item: OrderItem
+    order_id: int
+
+
+@idempotent_function(
+    data_keyword_argument="order",
+    config=config,
+    persistence_store=dynamodb,
+    key_prefix="my_custom_prefix", # (1)!
+)
+def process_order(order: Order): 
+    return f"processed order {order.order_id}"
+
+
+def lambda_handler(event: dict, context: LambdaContext):
+    # see Lambda timeouts section
+    config.register_lambda_context(context) 
+
+    order_item = OrderItem(sku="fake", description="sample")
+    order = Order(item=order_item, order_id=1)
+
+    # `order` parameter must be called as a keyword argument to work
+    process_order(order=order)
diff --git a/examples/logger/sam/template.yaml b/examples/logger/sam/template.yaml
index 98243a9dc67..f37909f5324 100644
--- a/examples/logger/sam/template.yaml
+++ b/examples/logger/sam/template.yaml
@@ -14,7 +14,7 @@ Globals:
     Layers:
       # Find the latest Layer version in the official documentation
       # https://docs.powertools.aws.dev/lambda/python/latest/#lambda-layer
-      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6
 
 Resources:
   LoggerLambdaHandlerExample:
diff --git a/examples/logger/src/append_context_keys.json b/examples/logger/src/append_context_keys.json
new file mode 100644
index 00000000000..97770a657fa
--- /dev/null
+++ b/examples/logger/src/append_context_keys.json
@@ -0,0 +1,18 @@
+[
+    {
+        "level": "INFO",
+        "location": "lambda_handler:8",
+        "message": "Log with context",
+        "timestamp": "2024-03-21T10:30:00.123Z",
+        "service": "example_service",
+        "user_id": "123",
+        "operation": "process"
+    },
+    {
+        "level": "INFO",
+        "location": "lambda_handler:10",
+        "message": "Log without context",
+        "timestamp": "2024-03-21T10:30:00.124Z",
+        "service": "example_service"
+    }
+]
\ No newline at end of file
diff --git a/examples/logger/src/append_context_keys.py b/examples/logger/src/append_context_keys.py
new file mode 100644
index 00000000000..704735eeb9a
--- /dev/null
+++ b/examples/logger/src/append_context_keys.py
@@ -0,0 +1,13 @@
+from aws_lambda_powertools import Logger
+from aws_lambda_powertools.utilities.typing import LambdaContext
+
+logger = Logger(service="example_service")
+
+
+def lambda_handler(event: dict, context: LambdaContext) -> str:
+    with logger.append_context_keys(user_id="123", operation="process"):
+        logger.info("Log with context")
+
+    logger.info("Log without context")
+
+    return "hello world"
diff --git a/examples/metrics/sam/template.yaml b/examples/metrics/sam/template.yaml
index c78fba6b88d..77bdfa93782 100644
--- a/examples/metrics/sam/template.yaml
+++ b/examples/metrics/sam/template.yaml
@@ -15,7 +15,7 @@ Globals:
     Layers:
       # Find the latest Layer version in the official documentation
       # https://docs.powertools.aws.dev/lambda/python/latest/#lambda-layer
-      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6
 
 Resources:
   CaptureLambdaHandlerExample:
diff --git a/examples/metrics_datadog/sam/template.yaml b/examples/metrics_datadog/sam/template.yaml
index 0a250d1eaf9..b34eccbd337 100644
--- a/examples/metrics_datadog/sam/template.yaml
+++ b/examples/metrics_datadog/sam/template.yaml
@@ -20,7 +20,7 @@ Globals:
     Layers:
       # Find the latest Layer version in the official documentation
       # https://docs.powertools.aws.dev/lambda/python/latest/#lambda-layer
-      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6
       # Find the latest Layer version in the Datadog official documentation
 
       # Datadog SDK
diff --git a/examples/tracer/sam/template.yaml b/examples/tracer/sam/template.yaml
index 0e0ee1c6ee7..9596c5307f5 100644
--- a/examples/tracer/sam/template.yaml
+++ b/examples/tracer/sam/template.yaml
@@ -13,7 +13,7 @@ Globals:
     Layers:
       # Find the latest Layer version in the official documentation
       # https://docs.powertools.aws.dev/lambda/python/latest/#lambda-layer
-      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:5
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:6
 
 Resources:
   CaptureLambdaHandlerExample:
diff --git a/layer/sar/template.txt b/layer/sar/template.txt
index f5912621fdf..c4e4d2f5128 100644
--- a/layer/sar/template.txt
+++ b/layer/sar/template.txt
@@ -14,7 +14,7 @@ Metadata:
     SourceCodeUrl: https://github.com/aws-powertools/powertools-lambda-python
 
 Transform: AWS::Serverless-2016-10-31
-Description: AWS Lambda Layer for aws-lambda-powertools with python 3.13, 3.12, 3.11, 3.10, 3.9 or 3.8
+Description: AWS Lambda Layer for aws-lambda-powertools with python 3.13, 3.12, 3.11, 3.10 or 3.9
 
 Resources:
   LambdaLayer:
@@ -29,7 +29,6 @@ Resources:
         - python3.11
         - python3.10
         - python3.9
-        - python3.8
       LicenseInfo: 'Available under the Apache-2.0 license.'
       RetentionPolicy: Retain
 
diff --git a/layer_v3/docker/Dockerfile b/layer_v3/docker/Dockerfile
index b77ed7497c8..9cf1c5666f0 100644
--- a/layer_v3/docker/Dockerfile
+++ b/layer_v3/docker/Dockerfile
@@ -19,7 +19,7 @@ WORKDIR /tmp
 # PACKAGE_SUFFIX = ' @ git+https://github.com/awslabs/aws-lambda-powertools-python@develop'
 # PACKAGE_SUFFIX = ''
 
-# PYTHON_VERSION = 3.8, 3.9, 3.10, 3.11, 3.12, and 3.13
+# PYTHON_VERSION = 3.9, 3.10, 3.11, 3.12, and 3.13
 
 # Installing libs based on base image; We must use dnf for AL2023 (Python 3.12+)
 COPY install_libraries.sh .
diff --git a/layer_v3/docker/install_libraries.sh b/layer_v3/docker/install_libraries.sh
index 919a2b6f316..f233fb794f4 100644
--- a/layer_v3/docker/install_libraries.sh
+++ b/layer_v3/docker/install_libraries.sh
@@ -1,6 +1,6 @@
 #!/bin/sh
 
-al2_versions=("3.8" "3.9" "3.10" "3.11")
+al2_versions=("3.9" "3.10" "3.11")
 
 # Flag to indicate if the version is al2 or not
 is_al2=0
diff --git a/layer_v3/layer/canary_stack.py b/layer_v3/layer/canary_stack.py
index 5f1e87cb3c6..1f9346e9d3d 100644
--- a/layer_v3/layer/canary_stack.py
+++ b/layer_v3/layer/canary_stack.py
@@ -131,9 +131,7 @@ def __init__(
             PolicyStatement(effect=Effect.ALLOW, actions=["lambda:GetFunction"], resources=["*"]),
         )
 
-        if python_version == "python3.8":
-            runtime = Runtime.PYTHON_3_8
-        elif python_version == "python3.9":
+        if python_version == "python3.9":
             runtime = Runtime.PYTHON_3_9
         elif python_version == "python3.10":
             runtime = Runtime.PYTHON_3_10
diff --git a/layer_v3/layer/layer_stack.py b/layer_v3/layer/layer_stack.py
index 4d79507cbdf..feb8a10dc2b 100644
--- a/layer_v3/layer/layer_stack.py
+++ b/layer_v3/layer/layer_stack.py
@@ -83,8 +83,6 @@ def __init__(
         layer_name_x86_64 = f"AWSLambdaPowertoolsPythonV3-{python_version_normalized}-x86_64"
         layer_name_arm64 = f"AWSLambdaPowertoolsPythonV3-{python_version_normalized}-arm64"
 
-        if python_version == "python3.8":
-            python_version = Runtime.PYTHON_3_8
         if python_version == "python3.9":
             python_version = Runtime.PYTHON_3_9
         if python_version == "python3.10":
diff --git a/layer_v3/layer_constructors/tests/unit/test_new_cdk_constructor_stack.py b/layer_v3/layer_constructors/tests/unit/test_new_cdk_constructor_stack.py
index df518ca87e0..d673a8c29d8 100644
--- a/layer_v3/layer_constructors/tests/unit/test_new_cdk_constructor_stack.py
+++ b/layer_v3/layer_constructors/tests/unit/test_new_cdk_constructor_stack.py
@@ -25,7 +25,6 @@ def test_with_no_configuration_constructor():
 @pytest.mark.parametrize(
     "python_version",
     [
-        lambda_.Runtime.PYTHON_3_8,
         lambda_.Runtime.PYTHON_3_9,
         lambda_.Runtime.PYTHON_3_10,
         lambda_.Runtime.PYTHON_3_11,
@@ -62,7 +61,6 @@ def test_with_different_python_version_x86_64(python_version):
 @pytest.mark.parametrize(
     "python_version",
     [
-        lambda_.Runtime.PYTHON_3_8,
         lambda_.Runtime.PYTHON_3_9,
         lambda_.Runtime.PYTHON_3_10,
         lambda_.Runtime.PYTHON_3_11,
diff --git a/layer_v3/poetry.lock b/layer_v3/poetry.lock
index d54fb164c05..500adc58fea 100644
--- a/layer_v3/poetry.lock
+++ b/layer_v3/poetry.lock
@@ -1,37 +1,39 @@
-# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand.
 
 [[package]]
 name = "attrs"
-version = "24.2.0"
+version = "24.3.0"
 description = "Classes Without Boilerplate"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
-    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
+    {file = "attrs-24.3.0-py3-none-any.whl", hash = "sha256:ac96cd038792094f438ad1f6ff80837353805ac950cd2aa0e0625ef19850c308"},
+    {file = "attrs-24.3.0.tar.gz", hash = "sha256:8f5c07333d543103541ba7be0e2ce16eeee8130cb0b3f9238ab904ce1e85baff"},
 ]
 
 [package.extras]
 benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
 tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "aws-cdk-asset-awscli-v1"
-version = "2.2.211"
+version = "2.2.220"
 description = "A library that contains the AWS CLI for use in Lambda Layers"
 optional = false
 python-versions = "~=3.8"
+groups = ["main"]
 files = [
-    {file = "aws_cdk.asset_awscli_v1-2.2.211-py3-none-any.whl", hash = "sha256:8237a2a2a1d38cb5982d6ec0dbf1d5c7a4b62c2071d1d058b03440b3af401076"},
-    {file = "aws_cdk_asset_awscli_v1-2.2.211.tar.gz", hash = "sha256:d3fc198b4673b6c2b5978192f4b4764352bb14b5b4b85a96dedc0f47c768c2f3"},
+    {file = "aws_cdk.asset_awscli_v1-2.2.220-py3-none-any.whl", hash = "sha256:aef8284470bee3e1e0b5d706961c952dba88d50981ba6a21fa8b5cb3e9c4d5b6"},
+    {file = "aws_cdk_asset_awscli_v1-2.2.220.tar.gz", hash = "sha256:8e5e1290dc77b15cffe51134be0bf2b613ae8f3f9859fd4137359bbda431b0d3"},
 ]
 
 [package.dependencies]
-jsii = ">=1.104.0,<2.0.0"
+jsii = ">=1.106.0,<2.0.0"
 publication = ">=0.0.3"
 typeguard = ">=2.13.3,<4.3.0"
 
@@ -41,6 +43,7 @@ version = "2.1.3"
 description = "A Lambda Layer that contains kubectl v1.20"
 optional = false
 python-versions = "~=3.8"
+groups = ["main"]
 files = [
     {file = "aws_cdk.asset_kubectl_v20-2.1.3-py3-none-any.whl", hash = "sha256:d5612e5bd03c215a28ce53193b1144ecf4e93b3b6779563c046a8a74d83a3979"},
     {file = "aws_cdk_asset_kubectl_v20-2.1.3.tar.gz", hash = "sha256:237cd8530d9e8be0bbc7159af927dbb6b7f91bf3f4099c8ef4d9a213b34264be"},
@@ -57,6 +60,7 @@ version = "2.1.0"
 description = "@aws-cdk/asset-node-proxy-agent-v6"
 optional = false
 python-versions = "~=3.8"
+groups = ["main"]
 files = [
     {file = "aws_cdk.asset_node_proxy_agent_v6-2.1.0-py3-none-any.whl", hash = "sha256:24a388b69a44d03bae6dbf864c4e25ba650d4b61c008b4568b94ffbb9a69e40e"},
     {file = "aws_cdk_asset_node_proxy_agent_v6-2.1.0.tar.gz", hash = "sha256:1f292c0631f86708ba4ee328b3a2b229f7e46ea1c79fbde567ee9eb119c2b0e2"},
@@ -69,36 +73,38 @@ typeguard = ">=2.13.3,<5.0.0"
 
 [[package]]
 name = "aws-cdk-cloud-assembly-schema"
-version = "38.0.1"
+version = "39.2.2"
 description = "Cloud Assembly Schema"
 optional = false
 python-versions = "~=3.8"
+groups = ["main"]
 files = [
-    {file = "aws_cdk.cloud_assembly_schema-38.0.1-py3-none-any.whl", hash = "sha256:92613b46213b460681e9424f09b77f06ff059eb1c773092540364ef82fcecf55"},
-    {file = "aws_cdk_cloud_assembly_schema-38.0.1.tar.gz", hash = "sha256:7c75861adc41f7b959910d4b3b191ea242815402e599dbfa31934892838ae25e"},
+    {file = "aws_cdk.cloud_assembly_schema-39.2.2-py3-none-any.whl", hash = "sha256:c2f10edd7765a4ff0e28508c5e63798c3f89699242a4755d1984472acf6acaf2"},
+    {file = "aws_cdk_cloud_assembly_schema-39.2.2.tar.gz", hash = "sha256:ae2140bc3ffbc306d8e931d5a70bc5c573b1e047838d29d8e7d13dfa97ea4ea8"},
 ]
 
 [package.dependencies]
-jsii = ">=1.103.1,<2.0.0"
+jsii = ">=1.106.0,<2.0.0"
 publication = ">=0.0.3"
-typeguard = ">=2.13.3,<5.0.0"
+typeguard = ">=2.13.3,<4.3.0"
 
 [[package]]
 name = "aws-cdk-lib"
-version = "2.167.0"
+version = "2.176.0"
 description = "Version 2 of the AWS Cloud Development Kit library"
 optional = false
 python-versions = "~=3.8"
+groups = ["main"]
 files = [
-    {file = "aws_cdk_lib-2.167.0-py3-none-any.whl", hash = "sha256:0af251de961332ab0a54c0c1b31d1cc26677ddd6be7b5f94ee38477a0b541cc4"},
-    {file = "aws_cdk_lib-2.167.0.tar.gz", hash = "sha256:2873d1285ce6ceae810783db16d1a9f6533604b995237da05bdc5ba69b9af5f5"},
+    {file = "aws_cdk_lib-2.176.0-py3-none-any.whl", hash = "sha256:c362a92f06b6ea60a7eff7994d3994c462358e7a95ce3de01a28efab4f6d56b6"},
+    {file = "aws_cdk_lib-2.176.0.tar.gz", hash = "sha256:87a39d2f42fd2ea8ba2bfa364355303953fb5cc2886479ca5acf09a14a9fd679"},
 ]
 
 [package.dependencies]
 "aws-cdk.asset-awscli-v1" = ">=2.2.208,<3.0.0"
 "aws-cdk.asset-kubectl-v20" = ">=2.1.3,<3.0.0"
 "aws-cdk.asset-node-proxy-agent-v6" = ">=2.1.0,<3.0.0"
-"aws-cdk.cloud-assembly-schema" = ">=38.0.1,<39.0.0"
+"aws-cdk.cloud-assembly-schema" = ">=39.0.1,<40.0.0"
 constructs = ">=10.0.0,<11.0.0"
 jsii = ">=1.104.0,<2.0.0"
 publication = ">=0.0.3"
@@ -106,32 +112,34 @@ typeguard = ">=2.13.3,<4.3.0"
 
 [[package]]
 name = "boto3"
-version = "1.35.60"
+version = "1.36.3"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "boto3-1.35.60-py3-none-any.whl", hash = "sha256:a34d28de1a1f6ca6ec3edd05c26db16e422293d8f9dcd94f308059a434596753"},
-    {file = "boto3-1.35.60.tar.gz", hash = "sha256:e573504c67c3e438fd4b0222119ed1a73b644c78eb3b6dee0b36a6c70ecf7677"},
+    {file = "boto3-1.36.3-py3-none-any.whl", hash = "sha256:f9843a5d06f501d66ada06f5a5417f671823af2cf319e36ceefa1bafaaaaa953"},
+    {file = "boto3-1.36.3.tar.gz", hash = "sha256:53a5307f6a3526ee2f8590e3c45efa504a3ea4532c1bfe4926c0c19bf188d141"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.60,<1.36.0"
+botocore = ">=1.36.3,<1.37.0"
 jmespath = ">=0.7.1,<2.0.0"
-s3transfer = ">=0.10.0,<0.11.0"
+s3transfer = ">=0.11.0,<0.12.0"
 
 [package.extras]
 crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.60"
+version = "1.36.3"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "botocore-1.35.60-py3-none-any.whl", hash = "sha256:ddccfc39a0a55ac0321191a36d29c2ea9be2c96ceefb3928dd3c91c79c494d50"},
-    {file = "botocore-1.35.60.tar.gz", hash = "sha256:378f53037d817bed2c04a006b7319745e664030182211429c924647273b29bc9"},
+    {file = "botocore-1.36.3-py3-none-any.whl", hash = "sha256:536ab828e6f90dbb000e3702ac45fd76642113ae2db1b7b1373ad24104e89255"},
+    {file = "botocore-1.36.3.tar.gz", hash = "sha256:775b835e979da5c96548ed1a0b798101a145aec3cd46541d62e27dda5a94d7f8"},
 ]
 
 [package.dependencies]
@@ -143,7 +151,7 @@ urllib3 = [
 ]
 
 [package.extras]
-crt = ["awscrt (==0.22.0)"]
+crt = ["awscrt (==0.23.4)"]
 
 [[package]]
 name = "cattrs"
@@ -151,6 +159,7 @@ version = "24.1.2"
 description = "Composable complex class support for attrs and dataclasses."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "cattrs-24.1.2-py3-none-any.whl", hash = "sha256:67c7495b760168d931a10233f979b28dc04daf853b30752246f4f8471c6d68d0"},
     {file = "cattrs-24.1.2.tar.gz", hash = "sha256:8028cfe1ff5382df59dd36474a86e02d817b06eaf8af84555441bac915d2ef85"},
@@ -177,6 +186,8 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["dev"]
+markers = "sys_platform == \"win32\""
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
@@ -188,6 +199,7 @@ version = "10.4.2"
 description = "A programming model for software-defined state"
 optional = false
 python-versions = "~=3.8"
+groups = ["main"]
 files = [
     {file = "constructs-10.4.2-py3-none-any.whl", hash = "sha256:1f0f59b004edebfde0f826340698b8c34611f57848139b7954904c61645f13c1"},
     {file = "constructs-10.4.2.tar.gz", hash = "sha256:ce54724360fffe10bab27d8a081844eb81f5ace7d7c62c84b719c49f164d5307"},
@@ -204,6 +216,8 @@ version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
+groups = ["main", "dev"]
+markers = "python_version < \"3.11\""
 files = [
     {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
     {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
@@ -214,13 +228,14 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "importlib-resources"
-version = "6.4.5"
+version = "6.5.2"
 description = "Read resources from Python packages"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["main"]
 files = [
-    {file = "importlib_resources-6.4.5-py3-none-any.whl", hash = "sha256:ac29d5f956f01d5e4bb63102a5a19957f1b9175e45649977264a1416783bb717"},
-    {file = "importlib_resources-6.4.5.tar.gz", hash = "sha256:980862a1d16c9e147a59603677fa2aa5fd82b87f223b6cb870695bcfce830065"},
+    {file = "importlib_resources-6.5.2-py3-none-any.whl", hash = "sha256:789cfdc3ed28c78b67a06acb8126751ced69a3d5f79c095a98298cd8a760ccec"},
+    {file = "importlib_resources-6.5.2.tar.gz", hash = "sha256:185f87adef5bcc288449d98fb4fba07cea78bc036455dd44c5fc4a2fe78fed2c"},
 ]
 
 [package.dependencies]
@@ -240,6 +255,7 @@ version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
@@ -251,6 +267,7 @@ version = "1.0.1"
 description = "JSON Matching Expressions"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"},
     {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"},
@@ -258,13 +275,14 @@ files = [
 
 [[package]]
 name = "jsii"
-version = "1.104.0"
+version = "1.106.0"
 description = "Python client for jsii runtime"
 optional = false
 python-versions = "~=3.8"
+groups = ["main"]
 files = [
-    {file = "jsii-1.104.0-py3-none-any.whl", hash = "sha256:c1da4d21be208db7dd341bc8fd9c4cdbaa5ff1a3cec7ce4f5f4e3ce89bc949cc"},
-    {file = "jsii-1.104.0.tar.gz", hash = "sha256:1e9b3e49797450258d473c16052258f2291bde4dd410d30c21e325c000c10a0c"},
+    {file = "jsii-1.106.0-py3-none-any.whl", hash = "sha256:5a44d7c3a5a326fa3d9befdb3770b380057e0a61e3804e7c4907f70d76afaaa2"},
+    {file = "jsii-1.106.0.tar.gz", hash = "sha256:c79c47899f53a7c3c4b20f80d3cd306628fe9ed1852eee970324c71eba1d974e"},
 ]
 
 [package.dependencies]
@@ -273,7 +291,7 @@ cattrs = ">=1.8,<24.2"
 importlib-resources = ">=5.2.0"
 publication = ">=0.0.3"
 python-dateutil = "*"
-typeguard = ">=2.13.3,<4.3.0"
+typeguard = ">=2.13.3,<4.5.0"
 typing-extensions = ">=3.8,<5.0"
 
 [[package]]
@@ -282,6 +300,7 @@ version = "24.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
     {file = "packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"},
@@ -293,6 +312,7 @@ version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -308,6 +328,7 @@ version = "0.0.3"
 description = "Publication helps you maintain public-api-friendly modules by preventing unintentional access to private implementation details via introspection."
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "publication-0.0.3-py2.py3-none-any.whl", hash = "sha256:0248885351febc11d8a1098d5c8e3ab2dabcf3e8c0c96db1e17ecd12b53afbe6"},
     {file = "publication-0.0.3.tar.gz", hash = "sha256:68416a0de76dddcdd2930d1c8ef853a743cc96c82416c4e4d3b5d901c6276dc4"},
@@ -319,6 +340,7 @@ version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "pytest-7.4.4-py3-none-any.whl", hash = "sha256:b090cdf5ed60bf4c45261be03239c2c1c22df034fbffe691abe93cd80cea01d8"},
     {file = "pytest-7.4.4.tar.gz", hash = "sha256:2cf0005922c6ace4a3e2ec8b4080eb0d9753fdc93107415332f50ce9e7994280"},
@@ -341,6 +363,7 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main", "dev"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -351,41 +374,75 @@ six = ">=1.5"
 
 [[package]]
 name = "s3transfer"
-version = "0.10.3"
+version = "0.11.1"
 description = "An Amazon S3 Transfer Manager"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "s3transfer-0.10.3-py3-none-any.whl", hash = "sha256:263ed587a5803c6c708d3ce44dc4dfedaab4c1a32e8329bab818933d79ddcf5d"},
-    {file = "s3transfer-0.10.3.tar.gz", hash = "sha256:4f50ed74ab84d474ce614475e0b8d5047ff080810aac5d01ea25231cfc944b0c"},
+    {file = "s3transfer-0.11.1-py3-none-any.whl", hash = "sha256:8fa0aa48177be1f3425176dfe1ab85dcd3d962df603c3dbfc585e6bf857ef0ff"},
+    {file = "s3transfer-0.11.1.tar.gz", hash = "sha256:3f25c900a367c8b7f7d8f9c34edc87e300bde424f779dc9f0a8ae4f9df9264f6"},
 ]
 
 [package.dependencies]
-botocore = ">=1.33.2,<2.0a.0"
+botocore = ">=1.36.0,<2.0a.0"
 
 [package.extras]
-crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
+crt = ["botocore[crt] (>=1.36.0,<2.0a.0)"]
 
 [[package]]
 name = "six"
-version = "1.16.0"
+version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main", "dev"]
 files = [
-    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
-    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
+    {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
+    {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
 ]
 
 [[package]]
 name = "tomli"
-version = "2.1.0"
+version = "2.2.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version < \"3.11\""
 files = [
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-    {file = "tomli-2.1.0.tar.gz", hash = "sha256:3f646cae2aec94e17d04973e4249548320197cfabdf130015d023de4b74d8ab8"},
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+    {file = "tomli-2.2.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a92ef1a44547e894e2a17d24e7557a5e85a9e1d0048b0b5e7541f76c5032cb13"},
+    {file = "tomli-2.2.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9316dc65bed1684c9a98ee68759ceaed29d229e985297003e494aa825ebb0281"},
+    {file = "tomli-2.2.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e85e99945e688e32d5a35c1ff38ed0b3f41f43fad8df0bdf79f72b2ba7bc5272"},
+    {file = "tomli-2.2.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ac065718db92ca818f8d6141b5f66369833d4a80a9d74435a268c52bdfa73140"},
+    {file = "tomli-2.2.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:d920f33822747519673ee656a4b6ac33e382eca9d331c87770faa3eef562aeb2"},
+    {file = "tomli-2.2.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a198f10c4d1b1375d7687bc25294306e551bf1abfa4eace6650070a5c1ae2744"},
+    {file = "tomli-2.2.1-cp313-cp313-win32.whl", hash = "sha256:d3f5614314d758649ab2ab3a62d4f2004c825922f9e370b29416484086b264ec"},
+    {file = "tomli-2.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:a38aa0308e754b0e3c67e344754dff64999ff9b513e691d0e786265c93583c69"},
+    {file = "tomli-2.2.1-py3-none-any.whl", hash = "sha256:cb55c73c5f4408779d0cf3eef9f762b9c9f147a77de7b258bef0a5628adc85cc"},
+    {file = "tomli-2.2.1.tar.gz", hash = "sha256:cd45e1dc79c835ce60f7404ec8119f2eb06d38b1deba146f07ced3bbc44505ff"},
 ]
 
 [[package]]
@@ -394,6 +451,7 @@ version = "2.13.3"
 description = "Run-time type checker for Python"
 optional = false
 python-versions = ">=3.5.3"
+groups = ["main"]
 files = [
     {file = "typeguard-2.13.3-py3-none-any.whl", hash = "sha256:5e3e3be01e887e7eafae5af63d1f36c849aaa94e3a0112097312aabfa16284f1"},
     {file = "typeguard-2.13.3.tar.gz", hash = "sha256:00edaa8da3a133674796cf5ea87d9f4b4c367d77476e185e80251cc13dfbb8c4"},
@@ -409,6 +467,7 @@ version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
@@ -420,6 +479,8 @@ version = "1.26.20"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+groups = ["dev"]
+markers = "python_version < \"3.10\""
 files = [
     {file = "urllib3-1.26.20-py2.py3-none-any.whl", hash = "sha256:0ed14ccfbf1c30a9072c7ca157e4319b70d65f623e91e7b32fadb2853431016e"},
     {file = "urllib3-1.26.20.tar.gz", hash = "sha256:40c2dc0c681e47eb8f90e7e27bf6ff7df2e677421fd46756da1161c39ca70d32"},
@@ -432,13 +493,15 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "urllib3"
-version = "2.2.3"
+version = "2.3.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["dev"]
+markers = "python_version >= \"3.10\""
 files = [
-    {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
-    {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
+    {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
+    {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
 ]
 
 [package.extras]
@@ -449,13 +512,15 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "zipp"
-version = "3.20.2"
+version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version < \"3.10\""
 files = [
-    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
-    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
+    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
@@ -467,6 +532,6 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 type = ["pytest-mypy"]
 
 [metadata]
-lock-version = "2.0"
-python-versions = "^3.8"
-content-hash = "464e9008c513dc7aabd5e5285358b4447f791c62668f713c2fc7a5e71b494fd5"
+lock-version = "2.1"
+python-versions = "^3.9"
+content-hash = "39b7fd578888d8083580e1a0ec2fe0b944342d8bef111661001243bb3e393b8b"
diff --git a/layer_v3/pyproject.toml b/layer_v3/pyproject.toml
index 30a148bc76e..075fcac3d0d 100644
--- a/layer_v3/pyproject.toml
+++ b/layer_v3/pyproject.toml
@@ -3,10 +3,11 @@ name = "aws-lambda-powertools-python-layer"
 version = "3.0.0"
 description = "Powertools for AWS Lambda (Python) Lambda Layers"
 authors = ["Powertools for AWS Maintainers <aws-powertools-maintainers@amazon.com>"]
+package-mode = false
 
 license = "MIT"
 [tool.poetry.dependencies]
-python = "^3.8"
+python = "^3.9"
 aws-cdk-lib = "^2.167.0"
 
 [tool.poetry.dev-dependencies]
diff --git a/package-lock.json b/package-lock.json
index 2acb80fe6b5..533997328f3 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -11,14 +11,15 @@
         "package-lock.json": "^1.0.0"
       },
       "devDependencies": {
-        "aws-cdk": "^2.175.1"
+        "aws-cdk": "^2.177.0"
       }
     },
     "node_modules/aws-cdk": {
-      "version": "2.175.1",
-      "resolved": "https://registry.npmjs.org/aws-cdk/-/aws-cdk-2.175.1.tgz",
-      "integrity": "sha512-duvy0FtGAAYqJi/x0MjBfCp60ZlDYl0X5/GrADwMz4AfHQ8aTXCyaVsdJuCxz0ZMHSNaFRuCNkAlc2Xu43zQmQ==",
+      "version": "2.177.0",
+      "resolved": "https://registry.npmjs.org/aws-cdk/-/aws-cdk-2.177.0.tgz",
+      "integrity": "sha512-TiBoyE5wMB5q4jX1bELwkklgbs5eLY1Phjfnb4Mof0K9tOSRJ9UEq6xEamF0esMS+TuYU7a/ESTpmKX3iYqA3w==",
       "dev": true,
+      "license": "Apache-2.0",
       "bin": {
         "cdk": "bin/cdk"
       },
diff --git a/package.json b/package.json
index 7dc1ceb80e8..fb58778db5a 100644
--- a/package.json
+++ b/package.json
@@ -2,7 +2,7 @@
   "name": "aws-lambda-powertools-python-e2e",
   "version": "1.0.0",
   "devDependencies": {
-    "aws-cdk": "^2.175.1"
+    "aws-cdk": "^2.177.0"
   },
   "dependencies": {
     "package-lock.json": "^1.0.0"
diff --git a/poetry.lock b/poetry.lock
index 06418911dab..0cc1a03a5ae 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.0.0 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
@@ -6,34 +6,34 @@ version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
 ]
-
-[package.dependencies]
-typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
+markers = {main = "extra == \"parser\" or extra == \"all\""}
 
 [[package]]
 name = "anyio"
-version = "4.5.2"
+version = "4.8.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "anyio-4.5.2-py3-none-any.whl", hash = "sha256:c011ee36bc1e8ba40e5a81cb9df91925c218fe9b778554e0b56a21e1b5d4716f"},
-    {file = "anyio-4.5.2.tar.gz", hash = "sha256:23009af4ed04ce05991845451e11ef02fc7c5ed29179ac9a420e5ad0ac7ddc5b"},
+    {file = "anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a"},
+    {file = "anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a"},
 ]
 
 [package.dependencies]
 exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
-typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
+typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
-doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21.0b1)"]
+doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -42,6 +42,7 @@ version = "3.5.3"
 description = "Bash tab completion for argparse"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "argcomplete-3.5.3-py3-none-any.whl", hash = "sha256:2ab2c4a215c59fd6caaff41a869480a23e8f6a5f910b266c1808037f4e375b61"},
     {file = "argcomplete-3.5.3.tar.gz", hash = "sha256:c12bf50eded8aebb298c7b7da7a5ff3ee24dffd9f5281867dfe1424b58c55392"},
@@ -56,10 +57,12 @@ version = "5.0.1"
 description = "Timeout context manager for asyncio programs"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
     {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"},
     {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"},
 ]
+markers = {main = "extra == \"redis\" and python_full_version < \"3.11.3\"", dev = "python_full_version < \"3.11.3\""}
 
 [[package]]
 name = "attrs"
@@ -67,10 +70,12 @@ version = "24.3.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
     {file = "attrs-24.3.0-py3-none-any.whl", hash = "sha256:ac96cd038792094f438ad1f6ff80837353805ac950cd2aa0e0625ef19850c308"},
     {file = "attrs-24.3.0.tar.gz", hash = "sha256:8f5c07333d543103541ba7be0e2ce16eeee8130cb0b3f9238ab904ce1e85baff"},
 ]
+markers = {main = "extra == \"all\" or extra == \"datamasking\""}
 
 [package.extras]
 benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
@@ -82,13 +87,14 @@ tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "aws-cdk-asset-awscli-v1"
-version = "2.2.218"
+version = "2.2.221"
 description = "A library that contains the AWS CLI for use in Lambda Layers"
 optional = false
 python-versions = "~=3.8"
+groups = ["dev"]
 files = [
-    {file = "aws_cdk.asset_awscli_v1-2.2.218-py3-none-any.whl", hash = "sha256:82efa0f11788c23c77e42a2bc0d29cae8accf79e00cfd4464efd5f7c25a18673"},
-    {file = "aws_cdk_asset_awscli_v1-2.2.218.tar.gz", hash = "sha256:3543f1f2ace5898087516fc0ac510825245d413fd79c50b331f8045b13ddab65"},
+    {file = "aws_cdk.asset_awscli_v1-2.2.221-py3-none-any.whl", hash = "sha256:66a83e4116b6a7a0041f99f7bca7d0ea354c9ab2e17a938a3dcec50f7272f5d9"},
+    {file = "aws_cdk_asset_awscli_v1-2.2.221.tar.gz", hash = "sha256:7ea0366c8090dc396fed85baddbcf48ac4a088c1bf606cd776138e6526679108"},
 ]
 
 [package.dependencies]
@@ -102,6 +108,7 @@ version = "2.1.3"
 description = "A Lambda Layer that contains kubectl v1.20"
 optional = false
 python-versions = "~=3.8"
+groups = ["dev"]
 files = [
     {file = "aws_cdk.asset_kubectl_v20-2.1.3-py3-none-any.whl", hash = "sha256:d5612e5bd03c215a28ce53193b1144ecf4e93b3b6779563c046a8a74d83a3979"},
     {file = "aws_cdk_asset_kubectl_v20-2.1.3.tar.gz", hash = "sha256:237cd8530d9e8be0bbc7159af927dbb6b7f91bf3f4099c8ef4d9a213b34264be"},
@@ -118,6 +125,7 @@ version = "2.1.0"
 description = "@aws-cdk/asset-node-proxy-agent-v6"
 optional = false
 python-versions = "~=3.8"
+groups = ["dev"]
 files = [
     {file = "aws_cdk.asset_node_proxy_agent_v6-2.1.0-py3-none-any.whl", hash = "sha256:24a388b69a44d03bae6dbf864c4e25ba650d4b61c008b4568b94ffbb9a69e40e"},
     {file = "aws_cdk_asset_node_proxy_agent_v6-2.1.0.tar.gz", hash = "sha256:1f292c0631f86708ba4ee328b3a2b229f7e46ea1c79fbde567ee9eb119c2b0e2"},
@@ -134,6 +142,7 @@ version = "2.114.1a0"
 description = "This module is deprecated. All constructs are now available under aws-cdk-lib/aws-apigatewayv2"
 optional = false
 python-versions = "~=3.8"
+groups = ["dev"]
 files = [
     {file = "aws-cdk.aws-apigatewayv2-alpha-2.114.1a0.tar.gz", hash = "sha256:9e8c3131f4fa3e0926eb3d76aeacd578a6aa51f95b39c10a86112c991bb75864"},
     {file = "aws_cdk.aws_apigatewayv2_alpha-2.114.1a0-py3-none-any.whl", hash = "sha256:a101ce56d846976ad1c8020054dfe73fd9f45afdbe71f2a297acc84c1a201403"},
@@ -152,6 +161,7 @@ version = "2.114.1a0"
 description = "This module is deprecated. All constructs are now available under aws-cdk-lib/aws-apigatewayv2-authorizers"
 optional = false
 python-versions = "~=3.8"
+groups = ["dev"]
 files = [
     {file = "aws-cdk.aws-apigatewayv2-authorizers-alpha-2.114.1a0.tar.gz", hash = "sha256:ee290e2ed0f1506dbbb12b3b8963f50b379121759077002c265977fbaf18fd9f"},
     {file = "aws_cdk.aws_apigatewayv2_authorizers_alpha-2.114.1a0-py3-none-any.whl", hash = "sha256:2576e1ce06dab314020bff50f5d59b8715a7adf18106eac811028c22f61c9baa"},
@@ -171,6 +181,7 @@ version = "2.114.1a0"
 description = "This module is deprecated. All constructs are now available under aws-cdk-lib/aws-apigatewayv2-integrations"
 optional = false
 python-versions = "~=3.8"
+groups = ["dev"]
 files = [
     {file = "aws-cdk.aws-apigatewayv2-integrations-alpha-2.114.1a0.tar.gz", hash = "sha256:19e1824b577683e7d3c2b01fd58c176ebe4c7b8d1b4af4cfdc3893d3ffbac9af"},
     {file = "aws_cdk.aws_apigatewayv2_integrations_alpha-2.114.1a0-py3-none-any.whl", hash = "sha256:1e440a70e6b4cbe077c95ffdd3fd0cfb3962f90762ea2e973eaa2ab7719ccb2c"},
@@ -190,6 +201,7 @@ version = "2.59.0a0"
 description = "The CDK Construct Library for AWS::AppSync"
 optional = false
 python-versions = "~=3.7"
+groups = ["dev"]
 files = [
     {file = "aws-cdk.aws-appsync-alpha-2.59.0a0.tar.gz", hash = "sha256:f5c7773b70b759efd576561dc3d71af5762a6f7cbc9ee9eef5e538c7ab3dccc7"},
     {file = "aws_cdk.aws_appsync_alpha-2.59.0a0-py3-none-any.whl", hash = "sha256:ecc235f1f70d404c8d03cf250be0227becd14c468f8c43b6d9df334a1d60c8e2"},
@@ -204,31 +216,33 @@ typeguard = ">=2.13.3,<2.14.0"
 
 [[package]]
 name = "aws-cdk-aws-lambda-python-alpha"
-version = "2.175.1a0"
+version = "2.177.0a0"
 description = "The CDK Construct Library for AWS Lambda in Python"
 optional = false
 python-versions = "~=3.8"
+groups = ["dev"]
 files = [
-    {file = "aws_cdk.aws_lambda_python_alpha-2.175.1a0-py3-none-any.whl", hash = "sha256:77b414e5df4754b65827538df2dc036d3bcac33ead87af4569d0a380e9bb9827"},
-    {file = "aws_cdk_aws_lambda_python_alpha-2.175.1a0.tar.gz", hash = "sha256:2d70da0bc40a29ba464415bccf0eafeef1f0fb5d58f3138455539e6a604afcb5"},
+    {file = "aws_cdk.aws_lambda_python_alpha-2.177.0a0-py3-none-any.whl", hash = "sha256:5aacc26970e30909b372fd2e8b98ce7197b8074d78ec4f1d900a8ddd02bc5114"},
+    {file = "aws_cdk_aws_lambda_python_alpha-2.177.0a0.tar.gz", hash = "sha256:0137957603cd91b473de3a455bf4d95de4ba60c1ba9f25f62d3edeb965202c4e"},
 ]
 
 [package.dependencies]
-aws-cdk-lib = ">=2.175.1,<3.0.0"
+aws-cdk-lib = ">=2.177.0,<3.0.0"
 constructs = ">=10.0.0,<11.0.0"
-jsii = ">=1.104.0,<2.0.0"
+jsii = ">=1.106.0,<2.0.0"
 publication = ">=0.0.3"
 typeguard = ">=2.13.3,<4.3.0"
 
 [[package]]
 name = "aws-cdk-cloud-assembly-schema"
-version = "39.1.44"
+version = "39.2.7"
 description = "Cloud Assembly Schema"
 optional = false
 python-versions = "~=3.8"
+groups = ["dev"]
 files = [
-    {file = "aws_cdk.cloud_assembly_schema-39.1.44-py3-none-any.whl", hash = "sha256:13fac9f8e4fcae8209b5e2241e07e4a060de64e4ad41a49d38eebc5f2be4465c"},
-    {file = "aws_cdk_cloud_assembly_schema-39.1.44.tar.gz", hash = "sha256:e2f84176c1f47cd49b84f6c09e3401cbcec6431448fb675032429a86519ad1f0"},
+    {file = "aws_cdk.cloud_assembly_schema-39.2.7-py3-none-any.whl", hash = "sha256:80330f993605d65d00369f38cb8ac99ad757ef7158985656a77ac5b2712c565c"},
+    {file = "aws_cdk_cloud_assembly_schema-39.2.7.tar.gz", hash = "sha256:980250fb7ef871ea12b58ebb91df5b83da10f69810917bdcd8e0c1d02411516c"},
 ]
 
 [package.dependencies]
@@ -238,22 +252,23 @@ typeguard = ">=2.13.3,<4.3.0"
 
 [[package]]
 name = "aws-cdk-lib"
-version = "2.175.1"
+version = "2.177.0"
 description = "Version 2 of the AWS Cloud Development Kit library"
 optional = false
 python-versions = "~=3.8"
+groups = ["dev"]
 files = [
-    {file = "aws_cdk_lib-2.175.1-py3-none-any.whl", hash = "sha256:d66ac587a3571b6bfcf11b07f04f02ff3f12e42e87c8783aadb6043df7f638f6"},
-    {file = "aws_cdk_lib-2.175.1.tar.gz", hash = "sha256:e7bafecb2b9de7e315f0c615a88bc91d226e1ddea3cdfaf4c72c6b6f48a78c74"},
+    {file = "aws_cdk_lib-2.177.0-py3-none-any.whl", hash = "sha256:acdf06aaf52367a64b4bf88381e8272cb7b5961c242020ace822c79749e53cac"},
+    {file = "aws_cdk_lib-2.177.0.tar.gz", hash = "sha256:5e51c48da31555beb38243bb2882e98ee9fe1796466ba9f8d3088701b47965e5"},
 ]
 
 [package.dependencies]
 "aws-cdk.asset-awscli-v1" = ">=2.2.208,<3.0.0"
 "aws-cdk.asset-kubectl-v20" = ">=2.1.3,<3.0.0"
 "aws-cdk.asset-node-proxy-agent-v6" = ">=2.1.0,<3.0.0"
-"aws-cdk.cloud-assembly-schema" = ">=39.0.1,<40.0.0"
+"aws-cdk.cloud-assembly-schema" = ">=39.2.0,<40.0.0"
 constructs = ">=10.0.0,<11.0.0"
-jsii = ">=1.104.0,<2.0.0"
+jsii = ">=1.106.0,<2.0.0"
 publication = ">=0.0.3"
 typeguard = ">=2.13.3,<4.3.0"
 
@@ -263,6 +278,8 @@ version = "4.0.0"
 description = "AWS Encryption SDK implementation for Python"
 optional = true
 python-versions = "*"
+groups = ["main"]
+markers = "extra == \"all\" or extra == \"datamasking\""
 files = [
     {file = "aws-encryption-sdk-4.0.0.tar.gz", hash = "sha256:57df8b5c1b9f18db4373c6e8e65563791063a71be93d0849950ed365272db354"},
     {file = "aws_encryption_sdk-4.0.0-py2.py3-none-any.whl", hash = "sha256:a94483785dff2cd166ccb8f3a15cdfe5cba7a3717f6604543c816a3a32f7c412"},
@@ -283,6 +300,7 @@ version = "0.4.3"
 description = "AWS signature version 4 signing process for the python requests module"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "aws-requests-auth-0.4.3.tar.gz", hash = "sha256:33593372018b960a31dbbe236f89421678b885c35f0b6a7abfae35bb77e069b2"},
     {file = "aws_requests_auth-0.4.3-py2.py3-none-any.whl", hash = "sha256:646bc37d62140ea1c709d20148f5d43197e6bd2d63909eb36fa4bb2345759977"},
@@ -297,6 +315,7 @@ version = "1.94.0"
 description = "AWS SAM Translator is a library that transform SAM templates into AWS CloudFormation templates"
 optional = false
 python-versions = "!=4.0,<=4.0,>=3.8"
+groups = ["dev"]
 files = [
     {file = "aws_sam_translator-1.94.0-py3-none-any.whl", hash = "sha256:100e33eeffcfa81f7c45cadeb0ee29596ce829f6b4d2745140f04fa19a41f539"},
     {file = "aws_sam_translator-1.94.0.tar.gz", hash = "sha256:8ec258d9f7ece72ef91c81f4edb45a2db064c16844b6afac90c575893beaa391"},
@@ -317,6 +336,8 @@ version = "2.14.0"
 description = "The AWS X-Ray SDK for Python (the SDK) enables Python developers to record and emit information from within their applications to the AWS X-Ray service."
 optional = true
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"tracer\" or extra == \"all\""
 files = [
     {file = "aws_xray_sdk-2.14.0-py2.py3-none-any.whl", hash = "sha256:cfbe6feea3d26613a2a869d14c9246a844285c97087ad8f296f901633554ad94"},
     {file = "aws_xray_sdk-2.14.0.tar.gz", hash = "sha256:aab843c331af9ab9ba5cefb3a303832a19db186140894a523edafc024cc0493c"},
@@ -332,26 +353,25 @@ version = "2.16.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "babel-2.16.0-py3-none-any.whl", hash = "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b"},
     {file = "babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"},
 ]
 
-[package.dependencies]
-pytz = {version = ">=2015.7", markers = "python_version < \"3.9\""}
-
 [package.extras]
 dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
 [[package]]
 name = "bandit"
-version = "1.7.10"
+version = "1.8.2"
 description = "Security oriented static analyser for python code."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
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-    {file = "bandit-1.7.10.tar.gz", hash = "sha256:59ed5caf5d92b6ada4bf65bc6437feea4a9da1093384445fed4d472acc6cff7b"},
+    {file = "bandit-1.8.2-py3-none-any.whl", hash = "sha256:df6146ad73dd30e8cbda4e29689ddda48364e36ff655dbfc86998401fcf1721f"},
+    {file = "bandit-1.8.2.tar.gz", hash = "sha256:e00ad5a6bc676c0954669fe13818024d66b70e42cf5adb971480cf3b671e835f"},
 ]
 
 [package.dependencies]
@@ -369,33 +389,34 @@ yaml = ["PyYAML"]
 
 [[package]]
 name = "black"
-version = "24.8.0"
+version = "24.10.0"
 description = "The uncompromising code formatter."
 optional = false
-python-versions = ">=3.8"
-files = [
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+    {file = "black-24.10.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ccfa1d0cb6200857f1923b602f978386a3a2758a65b52e0950299ea014be6800"},
+    {file = "black-24.10.0-cp39-cp39-win_amd64.whl", hash = "sha256:2cd9c95431d94adc56600710f8813ee27eea544dd118d45896bb734e9d7a0dc7"},
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+    {file = "black-24.10.0.tar.gz", hash = "sha256:846ea64c97afe3bc677b761787993be4991810ecc7a4a937816dd6bddedc4875"},
 ]
 
 [package.dependencies]
@@ -409,496 +430,500 @@ typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
+d = ["aiohttp (>=3.10)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.35.97"
+version = "1.36.7"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
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-    {file = "boto3-1.35.97.tar.gz", hash = "sha256:7d398f66a11e67777c189d1f58c0a75d9d60f98d0ee51b8817e828930bf19e4e"},
+    {file = "boto3-1.36.7-py3-none-any.whl", hash = "sha256:ab501f75557863e2d2c9fa731e4fe25c45f35e0d92ea0ee11a4eaa63929d3ede"},
+    {file = "boto3-1.36.7.tar.gz", hash = "sha256:ae98634efa7b47ced1b0d7342e2940b32639eee913f33ab406590b8ed55ee94b"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.97,<1.36.0"
+botocore = ">=1.36.7,<1.37.0"
 jmespath = ">=0.7.1,<2.0.0"
-s3transfer = ">=0.10.0,<0.11.0"
+s3transfer = ">=0.11.0,<0.12.0"
 
 [package.extras]
 crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "boto3-stubs"
-version = "1.35.97"
-description = "Type annotations for boto3 1.35.97 generated with mypy-boto3-builder 8.8.0"
+version = "1.36.7"
+description = "Type annotations for boto3 1.36.7 generated with mypy-boto3-builder 8.8.0"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
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+    {file = "boto3_stubs-1.36.7-py3-none-any.whl", hash = "sha256:d5d3f1f537c4d317f1f11b1cb4ce8f427822204936e29419b43c709ec54758ea"},
+    {file = "boto3_stubs-1.36.7.tar.gz", hash = "sha256:197bdbacd3a9085c6310a06f21616f30f6103ed8be67705962620ac4587ba1fb"},
 ]
 
 [package.dependencies]
 botocore-stubs = "*"
-mypy-boto3-appconfig = {version = ">=1.35.0,<1.36.0", optional = true, markers = "extra == \"appconfig\""}
-mypy-boto3-appconfigdata = {version = ">=1.35.0,<1.36.0", optional = true, markers = "extra == \"appconfigdata\""}
-mypy-boto3-cloudformation = {version = ">=1.35.0,<1.36.0", optional = true, markers = "extra == \"cloudformation\""}
-mypy-boto3-cloudwatch = {version = ">=1.35.0,<1.36.0", optional = true, markers = "extra == \"cloudwatch\""}
-mypy-boto3-dynamodb = {version = ">=1.35.0,<1.36.0", optional = true, markers = "extra == \"dynamodb\""}
-mypy-boto3-lambda = {version = ">=1.35.0,<1.36.0", optional = true, markers = "extra == \"lambda\""}
-mypy-boto3-logs = {version = ">=1.35.0,<1.36.0", optional = true, markers = "extra == \"logs\""}
-mypy-boto3-s3 = {version = ">=1.35.0,<1.36.0", optional = true, markers = "extra == \"s3\""}
-mypy-boto3-secretsmanager = {version = ">=1.35.0,<1.36.0", optional = true, markers = "extra == \"secretsmanager\""}
-mypy-boto3-ssm = {version = ">=1.35.0,<1.36.0", optional = true, markers = "extra == \"ssm\""}
-mypy-boto3-xray = {version = ">=1.35.0,<1.36.0", optional = true, markers = "extra == \"xray\""}
+mypy-boto3-appconfig = {version = ">=1.36.0,<1.37.0", optional = true, markers = "extra == \"appconfig\""}
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+support = ["mypy-boto3-support (>=1.36.0,<1.37.0)"]
+support-app = ["mypy-boto3-support-app (>=1.36.0,<1.37.0)"]
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+wafv2 = ["mypy-boto3-wafv2 (>=1.36.0,<1.37.0)"]
+wellarchitected = ["mypy-boto3-wellarchitected (>=1.36.0,<1.37.0)"]
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+xray = ["mypy-boto3-xray (>=1.36.0,<1.37.0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.97"
+version = "1.36.7"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
-    {file = "botocore-1.35.97-py3-none-any.whl", hash = "sha256:fed4f156b1a9b8ece53738f702ba5851b8c6216b4952de326547f349cc494f14"},
-    {file = "botocore-1.35.97.tar.gz", hash = "sha256:88f2fab29192ffe2f2115d5bafbbd823ff4b6eb2774296e03ec8b5b0fe074f61"},
+    {file = "botocore-1.36.7-py3-none-any.whl", hash = "sha256:a6c6772d777af2957ac9975207fac1ccc4ce101408b85e9b5e3c5ba0bb949102"},
+    {file = "botocore-1.36.7.tar.gz", hash = "sha256:9abc64bde5e7d8f814ea91d6fc0a8142511fc96427c19fe9209677c20a0c9e6e"},
 ]
 
 [package.dependencies]
 jmespath = ">=0.7.1,<2.0.0"
 python-dateutil = ">=2.1,<3.0.0"
 urllib3 = [
-    {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""},
     {version = ">=1.25.4,<1.27", markers = "python_version < \"3.10\""},
+    {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""},
 ]
 
 [package.extras]
-crt = ["awscrt (==0.22.0)"]
+crt = ["awscrt (==0.23.4)"]
 
 [[package]]
 name = "botocore-stubs"
-version = "1.35.97"
+version = "1.36.7"
 description = "Type annotations and code completion for botocore"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "botocore_stubs-1.35.97-py3-none-any.whl", hash = "sha256:5427684c2248ad3db66c83b96e2486ebbacf13d7ba648a5acad7f422a086c419"},
-    {file = "botocore_stubs-1.35.97.tar.gz", hash = "sha256:aae08ea4a2aa3c360cfd783f8e4c713db64351b429baee148820d5b0a6d9221a"},
+    {file = "botocore_stubs-1.36.7-py3-none-any.whl", hash = "sha256:77052e3a86a3f77383c638db63379652bafac3a2b310954392e0cfb3dacd3dad"},
+    {file = "botocore_stubs-1.36.7.tar.gz", hash = "sha256:51c51da5379d3e4c4cb7e3dbe8451f572ecbfe6a5ced3a76a6b958941ef72409"},
 ]
 
 [package.dependencies]
@@ -909,17 +934,19 @@ botocore = ["botocore"]
 
 [[package]]
 name = "bytecode"
-version = "0.16.0"
+version = "0.16.1"
 description = "Python module to generate and modify bytecode"
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"datadog\""
 files = [
-    {file = "bytecode-0.16.0-py3-none-any.whl", hash = "sha256:76080b7c0eb9e7e17f961d61fd06e933aa47f3b753770a3249537439d8203a25"},
-    {file = "bytecode-0.16.0.tar.gz", hash = "sha256:06676a3c3bccc9d3dc73ee625650ea57df2bc117358826f4f290f0e1faa42292"},
+    {file = "bytecode-0.16.1-py3-none-any.whl", hash = "sha256:1d4b61ed6bade4bff44127c8283bef8131a664ce4dbe09d64a88caf329939f35"},
+    {file = "bytecode-0.16.1.tar.gz", hash = "sha256:8fbbb637c880f339e564858bc6c7984ede67ae97bc71343379a535a9a4baf398"},
 ]
 
 [package.dependencies]
-typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
+typing_extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [[package]]
 name = "cattrs"
@@ -927,6 +954,7 @@ version = "24.1.2"
 description = "Composable complex class support for attrs and dataclasses."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "cattrs-24.1.2-py3-none-any.whl", hash = "sha256:67c7495b760168d931a10233f979b28dc04daf853b30752246f4f8471c6d68d0"},
     {file = "cattrs-24.1.2.tar.gz", hash = "sha256:8028cfe1ff5382df59dd36474a86e02d817b06eaf8af84555441bac915d2ef85"},
@@ -949,36 +977,38 @@ ujson = ["ujson (>=5.7.0)"]
 
 [[package]]
 name = "cdk-nag"
-version = "2.34.23"
+version = "2.35.2"
 description = "Check CDK v2 applications for best practices using a combination on available rule packs."
 optional = false
 python-versions = "~=3.8"
+groups = ["dev"]
 files = [
-    {file = "cdk_nag-2.34.23-py3-none-any.whl", hash = "sha256:e5f0ebb366d3fc6fa9124da94fb890a682eb5db69db70bbed6f44ebf0886427a"},
-    {file = "cdk_nag-2.34.23.tar.gz", hash = "sha256:ef7b1414e7ff6d14723d239beaea46ef4ddab32a28d802e7daa18d9677df80a1"},
+    {file = "cdk_nag-2.35.2-py3-none-any.whl", hash = "sha256:5348d4595622d67f841bbd7a490f28fa9fa3ae59193381e43b508780785b1004"},
+    {file = "cdk_nag-2.35.2.tar.gz", hash = "sha256:af58a7ef38784c1398f856136f76057e68f74837fcd3bb655b78b4fba379ca60"},
 ]
 
 [package.dependencies]
 aws-cdk-lib = ">=2.156.0,<3.0.0"
 constructs = ">=10.0.5,<11.0.0"
-jsii = ">=1.105.0,<2.0.0"
+jsii = ">=1.106.0,<2.0.0"
 publication = ">=0.0.3"
 typeguard = ">=2.13.3,<4.3.0"
 
 [[package]]
 name = "cdklabs-generative-ai-cdk-constructs"
-version = "0.1.289"
+version = "0.1.290"
 description = "AWS Generative AI CDK Constructs is a library for well-architected generative AI patterns."
 optional = false
 python-versions = "~=3.8"
+groups = ["dev"]
 files = [
-    {file = "cdklabs.generative_ai_cdk_constructs-0.1.289-py3-none-any.whl", hash = "sha256:66d7be4f3c2700436720786cee4809a3774328305f5aa2939e2c01fd6ab83acb"},
-    {file = "cdklabs_generative_ai_cdk_constructs-0.1.289.tar.gz", hash = "sha256:82addba364c18fbc5acc7e12a0372f37c4855b7b53517d2fe8bd4b3fc8e945d8"},
+    {file = "cdklabs.generative_ai_cdk_constructs-0.1.290-py3-none-any.whl", hash = "sha256:3297a25ee2acbf6e70ee100a7e712023b076ea688820e53fa352b1c05a769cf0"},
+    {file = "cdklabs_generative_ai_cdk_constructs-0.1.290.tar.gz", hash = "sha256:693f732e8552d28100b5da918a17cb19fd19b25b81040faf11688a24afbe42c0"},
 ]
 
 [package.dependencies]
-aws-cdk-lib = ">=2.174.0,<3.0.0"
-cdk-nag = ">=2.34.23,<3.0.0"
+aws-cdk-lib = ">=2.176.0,<3.0.0"
+cdk-nag = ">=2.35.0,<3.0.0"
 constructs = ">=10.3.0,<11.0.0"
 jsii = ">=1.106.0,<2.0.0"
 publication = ">=0.0.3"
@@ -990,6 +1020,7 @@ version = "2024.12.14"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
+groups = ["main", "dev"]
 files = [
     {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
     {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
@@ -1001,6 +1032,7 @@ version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -1070,19 +1102,21 @@ files = [
     {file = "cffi-1.17.1-cp39-cp39-win_amd64.whl", hash = "sha256:d016c76bdd850f3c626af19b0542c9677ba156e4ee4fccfdd7848803533ef662"},
     {file = "cffi-1.17.1.tar.gz", hash = "sha256:1c39c6016c32bc48dd54561950ebd6836e1670f2ae46128f67cf49e789c52824"},
 ]
+markers = {main = "(extra == \"all\" or extra == \"datamasking\") and platform_python_implementation != \"PyPy\"", dev = "platform_python_implementation != \"PyPy\""}
 
 [package.dependencies]
 pycparser = "*"
 
 [[package]]
 name = "cfn-lint"
-version = "1.22.4"
+version = "1.22.7"
 description = "Checks CloudFormation templates for practices and behaviour that could potentially be improved"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
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 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
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 optional = false
 python-versions = ">=3.7"
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 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["dev"]
 files = [
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@@ -1232,6 +1269,7 @@ version = "6.9.0"
 description = "Add colours to the output of Python's logging module."
 optional = false
 python-versions = ">=3.6"
+groups = ["dev"]
 files = [
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@@ -1249,6 +1287,7 @@ version = "10.4.2"
 description = "A programming model for software-defined state"
 optional = false
 python-versions = "~=3.8"
+groups = ["dev"]
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 [package.dependencies]
@@ -1352,6 +1382,7 @@ version = "43.0.3"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
+groups = ["main", "dev"]
 files = [
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 ]
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 [package.dependencies]
 cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
@@ -1397,13 +1429,15 @@ test-randomorder = ["pytest-randomly"]
 
 [[package]]
 name = "datadog"
-version = "0.50.2"
+version = "0.51.0"
 description = "The Datadog Python library"
 optional = true
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
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 [package.dependencies]
@@ -1415,6 +1449,8 @@ version = "6.104.0"
 description = "The Datadog AWS Lambda Library"
 optional = true
 python-versions = "<4,>=3.8.0"
+groups = ["main"]
+markers = "extra == \"datadog\""
 files = [
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 [[package]]
 name = "ddtrace"
-version = "2.18.1"
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 description = "Datadog APM client library"
 optional = true
 python-versions = ">=3.7"
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+    {file = "ddtrace-2.20.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1512d07e6c7cde13ae251906d57d31613fe5ee99fab2894e90679053b4256953"},
+    {file = "ddtrace-2.20.0-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:dcadc60aa60e11f2db56065a834aaa5e52a9be02e8edc8d14aa7015fb54092ce"},
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+    {file = "ddtrace-2.20.0-cp38-cp38-win32.whl", hash = "sha256:0b121285459693ae9f3c9ce54cc4be981a2e73d4c52b8a5eb038cf41df9974dd"},
+    {file = "ddtrace-2.20.0-cp38-cp38-win_amd64.whl", hash = "sha256:4c840dc91c622138a4a6abdbcbee56897d4c55d9e7bf16b1902ee676f20b22f2"},
+    {file = "ddtrace-2.20.0-cp39-cp39-macosx_12_0_universal2.whl", hash = "sha256:c74d69e6a4cbd91f6fe411519d753f34893d6d40a68829b43485690df8a7f30f"},
+    {file = "ddtrace-2.20.0-cp39-cp39-macosx_12_0_x86_64.whl", hash = "sha256:4902b64ba89a8e4008228e7a5007e20b2bb8071c6c7689abd47dddc159e2baf1"},
+    {file = "ddtrace-2.20.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:758ba828eddd144a4804af692869e7278376efa740932a7453e8fdc0ed6ef6a7"},
+    {file = "ddtrace-2.20.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:37995326df811236c9d92d1b5713378a7f11270bf1e21c64914653a3e12d7d01"},
+    {file = "ddtrace-2.20.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ab7f1babd7a8e73edf70c957a5b3bbeb4c615b232a078a0fe4da566e1663d1aa"},
+    {file = "ddtrace-2.20.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:1cd1b240f465c98e226ab896b1b1c3696752d5eb1051a0aafb8a3db701d2ddc1"},
+    {file = "ddtrace-2.20.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:3a300515c3327af4fd5c6c83e6ca63cd0a20e4243381d4b712e3f406d9ddf201"},
+    {file = "ddtrace-2.20.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:f1ce886b112e0e8aa66ba8cf3593f00f7f6ae6b48dd09bd8ce90c59adad59d66"},
+    {file = "ddtrace-2.20.0-cp39-cp39-win32.whl", hash = "sha256:bb77464849b092f93839d5c257df9eaeb018521ddea2deef97dfc6e3501a2516"},
+    {file = "ddtrace-2.20.0-cp39-cp39-win_amd64.whl", hash = "sha256:b95f14f0634fe3f02dcebb7b8a124207b3d44168fd0dfc6bfff1e4db93978089"},
+    {file = "ddtrace-2.20.0.tar.gz", hash = "sha256:f185c6dd88cd04884f0ad27b37f14d837274e8fc4dc43407781334d92d41c3bc"},
 ]
 
 [package.dependencies]
 bytecode = [
-    {version = ">=0.15.0", markers = "python_version >= \"3.12.0\""},
-    {version = ">=0.14.0", markers = "python_version ~= \"3.11.0\""},
     {version = ">=0.13.0", markers = "python_version < \"3.11.0\""},
+    {version = ">=0.16.0", markers = "python_version >= \"3.13.0\""},
+    {version = ">=0.15.0", markers = "python_version ~= \"3.12.0\""},
+    {version = ">=0.14.0", markers = "python_version ~= \"3.11.0\""},
 ]
 envier = ">=0.5,<1.0"
+legacy-cgi = {version = ">=2.0.0", markers = "python_version >= \"3.13.0\""}
 opentelemetry-api = ">=1"
 protobuf = ">=3"
 typing_extensions = "*"
@@ -1521,6 +1569,7 @@ version = "5.1.1"
 description = "Decorators for Humans"
 optional = false
 python-versions = ">=3.5"
+groups = ["dev"]
 files = [
     {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
     {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
@@ -1528,34 +1577,22 @@ files = [
 
 [[package]]
 name = "deprecated"
-version = "1.2.15"
+version = "1.2.18"
 description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
 optional = true
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+groups = ["main"]
+markers = "extra == \"datadog\""
 files = [
-    {file = "Deprecated-1.2.15-py2.py3-none-any.whl", hash = "sha256:353bc4a8ac4bfc96800ddab349d89c25dec1079f65fd53acdcc1e0b975b21320"},
-    {file = "deprecated-1.2.15.tar.gz", hash = "sha256:683e561a90de76239796e6b6feac66b99030d2dd3fcf61ef996330f14bbb9b0d"},
+    {file = "Deprecated-1.2.18-py2.py3-none-any.whl", hash = "sha256:bd5011788200372a32418f888e326a09ff80d0214bd961147cfed01b5c018eec"},
+    {file = "deprecated-1.2.18.tar.gz", hash = "sha256:422b6f6d859da6f2ef57857761bfb392480502a64c3028ca9bbe86085d72115d"},
 ]
 
 [package.dependencies]
 wrapt = ">=1.10,<2"
 
 [package.extras]
-dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "jinja2 (>=3.0.3,<3.1.0)", "setuptools", "sphinx (<2)", "tox"]
-
-[[package]]
-name = "deprecation"
-version = "2.1.0"
-description = "A library to handle automated deprecations"
-optional = false
-python-versions = "*"
-files = [
-    {file = "deprecation-2.1.0-py2.py3-none-any.whl", hash = "sha256:a10811591210e1fb0e768a8c25517cabeabcba6f0bf96564f8ff45189f90b14a"},
-    {file = "deprecation-2.1.0.tar.gz", hash = "sha256:72b3bde64e5d778694b0cf68178aed03d15e15477116add3fb773e581f9518ff"},
-]
-
-[package.dependencies]
-packaging = "*"
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools", "tox"]
 
 [[package]]
 name = "dill"
@@ -1563,6 +1600,7 @@ version = "0.3.9"
 description = "serialize all of Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "dill-0.3.9-py3-none-any.whl", hash = "sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a"},
     {file = "dill-0.3.9.tar.gz", hash = "sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c"},
@@ -1578,6 +1616,7 @@ version = "0.5.0"
 description = "Python module and CLI for hashing of file system directories."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "dirhash-0.5.0-py3-none-any.whl", hash = "sha256:523dfd6b058c64f45b31604376926c6e2bd2ea301d0df23095d4055674e38b09"},
     {file = "dirhash-0.5.0.tar.gz", hash = "sha256:e60760f0ab2e935d8cb088923ea2c6492398dca42cec785df778985fd4cd5386"},
@@ -1592,6 +1631,7 @@ version = "0.3.9"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "distlib-0.3.9-py2.py3-none-any.whl", hash = "sha256:47f8c22fd27c27e25a65601af709b38e4f0a45ea4fc2e710f65755fa8caaaf87"},
     {file = "distlib-0.3.9.tar.gz", hash = "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403"},
@@ -1603,6 +1643,7 @@ version = "7.1.0"
 description = "A Python library for the Docker Engine API."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "docker-7.1.0-py3-none-any.whl", hash = "sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0"},
     {file = "docker-7.1.0.tar.gz", hash = "sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c"},
@@ -1625,6 +1666,8 @@ version = "0.6.1"
 description = "Python application configuration via the environment"
 optional = true
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"datadog\""
 files = [
     {file = "envier-0.6.1-py3-none-any.whl", hash = "sha256:73609040a76be48bbcb97074d9969666484aa0de706183a6e9ef773156a8a6a9"},
     {file = "envier-0.6.1.tar.gz", hash = "sha256:3309a01bb3d8850c9e7a31a5166d5a836846db2faecb79b9cb32654dd50ca9f9"},
@@ -1639,6 +1682,8 @@ version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
+markers = "python_version < \"3.11.0\""
 files = [
     {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
     {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
@@ -1653,6 +1698,7 @@ version = "2.1.1"
 description = "execnet: rapid multi-Python deployment"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "execnet-2.1.1-py3-none-any.whl", hash = "sha256:26dee51f1b80cebd6d0ca8e74dd8745419761d3bef34163928cbebbdc4749fdc"},
     {file = "execnet-2.1.1.tar.gz", hash = "sha256:5189b52c6121c24feae288166ab41b32549c7e2348652736540b9e6e7d4e72e3"},
@@ -1667,6 +1713,8 @@ version = "2.21.1"
 description = "Fastest Python implementation of JSON schema"
 optional = true
 python-versions = "*"
+groups = ["main"]
+markers = "extra == \"validation\" or extra == \"all\""
 files = [
     {file = "fastjsonschema-2.21.1-py3-none-any.whl", hash = "sha256:c9e5b7e908310918cf494a434eeb31384dd84a98b57a30bcb1f535015b554667"},
     {file = "fastjsonschema-2.21.1.tar.gz", hash = "sha256:794d4f0a58f848961ba16af7b9c85a3e88cd360df008c59aac6fc5ae9323b5d4"},
@@ -1677,18 +1725,19 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.16.1"
+version = "3.17.0"
 description = "A platform independent file lock."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "filelock-3.16.1-py3-none-any.whl", hash = "sha256:2082e5703d51fbf98ea75855d9d5527e33d8ff23099bec374a134febee6946b0"},
-    {file = "filelock-3.16.1.tar.gz", hash = "sha256:c249fbfcd5db47e5e2d6d62198e565475ee65e4831e2561c8e313fa7eb961435"},
+    {file = "filelock-3.17.0-py3-none-any.whl", hash = "sha256:533dc2f7ba78dc2f0f531fc6c4940addf7b70a481e269a5a3b93be94ffbe8338"},
+    {file = "filelock-3.17.0.tar.gz", hash = "sha256:ee4e77401ef576ebb38cd7f13b9b28893194acc20a8e68e18730ba9c0e54660e"},
 ]
 
 [package.extras]
-docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
+docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
 typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
@@ -1697,6 +1746,7 @@ version = "2.1.0"
 description = "Copy your docs directly to the gh-pages branch."
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343"},
     {file = "ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619"},
@@ -1714,6 +1764,7 @@ version = "4.0.12"
 description = "Git Object Database"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "gitdb-4.0.12-py3-none-any.whl", hash = "sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf"},
     {file = "gitdb-4.0.12.tar.gz", hash = "sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571"},
@@ -1728,6 +1779,7 @@ version = "3.1.44"
 description = "GitPython is a Python library used to interact with Git repositories"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "GitPython-3.1.44-py3-none-any.whl", hash = "sha256:9e0e10cda9bed1ee64bc9a6de50e7e38a9c9943241cd7f585f6df3ed28011110"},
     {file = "gitpython-3.1.44.tar.gz", hash = "sha256:c87e30b26253bf5418b01b0660f818967f3c503193838337fe5e573331249269"},
@@ -1746,6 +1798,7 @@ version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
@@ -1757,6 +1810,7 @@ version = "1.0.7"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
     {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
@@ -1778,6 +1832,7 @@ version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -1802,6 +1857,7 @@ version = "2.3.0"
 description = "HashiCorp Vault API client"
 optional = false
 python-versions = "<4.0,>=3.8"
+groups = ["dev"]
 files = [
     {file = "hvac-2.3.0-py3-none-any.whl", hash = "sha256:a3afc5710760b6ee9b3571769df87a0333da45da05a5f9f963e1d3925a84be7d"},
     {file = "hvac-2.3.0.tar.gz", hash = "sha256:1b85e3320e8642dd82f234db63253cda169a817589e823713dc5fca83119b1e2"},
@@ -1819,6 +1875,7 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
+groups = ["main", "dev"]
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -1833,6 +1890,7 @@ version = "3.3.0"
 description = "Iterative JSON parser with standard Python iterator interfaces"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "ijson-3.3.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7f7a5250599c366369fbf3bc4e176f5daa28eb6bc7d6130d02462ed335361675"},
     {file = "ijson-3.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f87a7e52f79059f9c58f6886c262061065eb6f7554a587be7ed3aa63e6b71b34"},
@@ -1932,13 +1990,14 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "8.5.0"
+version = "8.6.1"
 description = "Read metadata from Python packages"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "importlib_metadata-8.5.0-py3-none-any.whl", hash = "sha256:45e54197d28b7a7f1559e60b95e7c567032b602131fbd588f1497f47880aa68b"},
-    {file = "importlib_metadata-8.5.0.tar.gz", hash = "sha256:71522656f0abace1d072b9e5481a48f07c138e00f079c38c8f883823f9c26bd7"},
+    {file = "importlib_metadata-8.6.1-py3-none-any.whl", hash = "sha256:02a89390c1e15fdfdc0d7c6b25cb3e62650d0494005c97d6f148bf5b9787525e"},
+    {file = "importlib_metadata-8.6.1.tar.gz", hash = "sha256:310b41d755445d74569f993ccfc22838295d9fe005425094fad953d7f15c8580"},
 ]
 
 [package.dependencies]
@@ -1950,18 +2009,19 @@ cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+test = ["flufl.flake8", "importlib_resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
 type = ["pytest-mypy"]
 
 [[package]]
 name = "importlib-resources"
-version = "6.4.5"
+version = "6.5.2"
 description = "Read resources from Python packages"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "importlib_resources-6.4.5-py3-none-any.whl", hash = "sha256:ac29d5f956f01d5e4bb63102a5a19957f1b9175e45649977264a1416783bb717"},
-    {file = "importlib_resources-6.4.5.tar.gz", hash = "sha256:980862a1d16c9e147a59603677fa2aa5fd82b87f223b6cb870695bcfce830065"},
+    {file = "importlib_resources-6.5.2-py3-none-any.whl", hash = "sha256:789cfdc3ed28c78b67a06acb8126751ced69a3d5f79c095a98298cd8a760ccec"},
+    {file = "importlib_resources-6.5.2.tar.gz", hash = "sha256:185f87adef5bcc288449d98fb4fba07cea78bc036455dd44c5fc4a2fe78fed2c"},
 ]
 
 [package.dependencies]
@@ -1981,6 +2041,7 @@ version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
@@ -1992,6 +2053,7 @@ version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.8.0"
+groups = ["dev"]
 files = [
     {file = "isort-5.13.2-py3-none-any.whl", hash = "sha256:8ca5e72a8d85860d5a3fa69b8745237f2939afe12dbf656afbcb47fe72d947a6"},
     {file = "isort-5.13.2.tar.gz", hash = "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109"},
@@ -2006,6 +2068,7 @@ version = "3.1.5"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "jinja2-3.1.5-py3-none-any.whl", hash = "sha256:aba0f4dc9ed8013c424088f68a5c226f7d6097ed89b246d7749c2ec4175c6adb"},
     {file = "jinja2-3.1.5.tar.gz", hash = "sha256:8fefff8dc3034e27bb80d67c671eb8a9bc424c0ef4c0826edbff304cceff43bb"},
@@ -2023,6 +2086,7 @@ version = "1.0.1"
 description = "JSON Matching Expressions"
 optional = false
 python-versions = ">=3.7"
+groups = ["main", "dev"]
 files = [
     {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"},
     {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"},
@@ -2034,6 +2098,7 @@ version = "1.106.0"
 description = "Python client for jsii runtime"
 optional = false
 python-versions = "~=3.8"
+groups = ["dev"]
 files = [
     {file = "jsii-1.106.0-py3-none-any.whl", hash = "sha256:5a44d7c3a5a326fa3d9befdb3770b380057e0a61e3804e7c4907f70d76afaaa2"},
     {file = "jsii-1.106.0.tar.gz", hash = "sha256:c79c47899f53a7c3c4b20f80d3cd306628fe9ed1852eee970324c71eba1d974e"},
@@ -2054,6 +2119,7 @@ version = "1.33"
 description = "Apply JSON-Patches (RFC 6902)"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+groups = ["dev"]
 files = [
     {file = "jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade"},
     {file = "jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c"},
@@ -2068,10 +2134,10 @@ version = "1.7.0"
 description = "A final implementation of JSONPath for Python that aims to be standard compliant, including arithmetic and binary comparison operators and providing clear AST for metaprogramming."
 optional = true
 python-versions = "*"
+groups = ["main"]
+markers = "extra == \"all\" or extra == \"datamasking\""
 files = [
     {file = "jsonpath-ng-1.7.0.tar.gz", hash = "sha256:f6f5f7fd4e5ff79c785f1573b394043b39849fb2bb47bcead935d12b00beab3c"},
-    {file = "jsonpath_ng-1.7.0-py2-none-any.whl", hash = "sha256:898c93fc173f0c336784a3fa63d7434297544b7198124a68f9a3ef9597b0ae6e"},
-    {file = "jsonpath_ng-1.7.0-py3-none-any.whl", hash = "sha256:f3d7f9e848cba1b6da28c55b1c26ff915dc9e0b1ba7e752a53d6da8d5cbd00b6"},
 ]
 
 [package.dependencies]
@@ -2083,6 +2149,7 @@ version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
@@ -2094,6 +2161,7 @@ version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
     {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
@@ -2101,9 +2169,7 @@ files = [
 
 [package.dependencies]
 attrs = ">=22.2.0"
-importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
 jsonschema-specifications = ">=2023.03.6"
-pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
 referencing = ">=0.28.4"
 rpds-py = ">=0.7.1"
 
@@ -2113,25 +2179,39 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.12.1"
+version = "2024.10.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "jsonschema_specifications-2023.12.1-py3-none-any.whl", hash = "sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c"},
-    {file = "jsonschema_specifications-2023.12.1.tar.gz", hash = "sha256:48a76787b3e70f5ed53f1160d2b81f586e4ca6d1548c5de7085d1682674764cc"},
+    {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
+    {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"},
 ]
 
 [package.dependencies]
-importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
 referencing = ">=0.31.0"
 
+[[package]]
+name = "legacy-cgi"
+version = "2.6.2"
+description = "Fork of the standard library cgi and cgitb modules, being deprecated in PEP-594"
+optional = true
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "extra == \"datadog\" and python_version >= \"3.13.0\""
+files = [
+    {file = "legacy_cgi-2.6.2-py3-none-any.whl", hash = "sha256:a7b83afb1baf6ebeb56522537c5943ef9813cf933f6715e88a803f7edbce0bff"},
+    {file = "legacy_cgi-2.6.2.tar.gz", hash = "sha256:9952471ceb304043b104c22d00b4f333cac27a6abe446d8a528fc437cf13c85f"},
+]
+
 [[package]]
 name = "mako"
 version = "1.3.8"
 description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "Mako-1.3.8-py3-none-any.whl", hash = "sha256:42f48953c7eb91332040ff567eb7eea69b22e7a4affbc5ba8e845e8f730f6627"},
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@@ -2151,6 +2231,7 @@ version = "0.7.1"
 description = "Create Python CLI apps with little to no effort at all!"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "mando-0.7.1-py2.py3-none-any.whl", hash = "sha256:26ef1d70928b6057ee3ca12583d73c63e05c49de8972d620c278a7b206581a8a"},
     {file = "mando-0.7.1.tar.gz", hash = "sha256:18baa999b4b613faefb00eac4efadcf14f510b59b924b66e08289aa1de8c3500"},
@@ -2168,6 +2249,7 @@ version = "3.7"
 description = "Python implementation of John Gruber's Markdown."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "Markdown-3.7-py3-none-any.whl", hash = "sha256:7eb6df5690b81a1d7942992c97fad2938e956e79df20cbc6186e9c3a77b1c803"},
     {file = "markdown-3.7.tar.gz", hash = "sha256:2ae2471477cfd02dbbf038d5d9bc226d40def84b4fe2986e49b59b6b472bbed2"},
@@ -2186,6 +2268,7 @@ version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
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@@ -2206,71 +2289,73 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "markupsafe"
-version = "2.1.5"
+version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
-python-versions = ">=3.7"
-files = [
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 ]
 
 [[package]]
@@ -2279,6 +2364,7 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
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@@ -2290,6 +2376,7 @@ version = "1.3.4"
 description = "A deep merge function for 🐍."
 optional = false
 python-versions = ">=3.6"
+groups = ["dev"]
 files = [
     {file = "mergedeep-1.3.4-py3-none-any.whl", hash = "sha256:70775750742b25c0d8f36c55aed03d24c3384d17c951b3175d898bd778ef0307"},
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@@ -2301,6 +2388,7 @@ version = "2.1.3"
 description = "Manage multiple versions of your MkDocs-powered documentation"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "mike-2.1.3-py3-none-any.whl", hash = "sha256:d90c64077e84f06272437b464735130d380703a76a5738b152932884c60c062a"},
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@@ -2326,6 +2414,7 @@ version = "1.6.1"
 description = "Project documentation with Markdown."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "mkdocs-1.6.1-py3-none-any.whl", hash = "sha256:db91759624d1647f3f34aa0c3f327dd2601beae39a366d6e064c03468d35c20e"},
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@@ -2357,6 +2446,7 @@ version = "0.2.0"
 description = "MkDocs extension that lists all dependencies according to a mkdocs.yml file"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "mkdocs_get_deps-0.2.0-py3-none-any.whl", hash = "sha256:2bf11d0b133e77a0dd036abeeb06dec8775e46efa526dc70667d8863eefc6134"},
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@@ -2374,6 +2464,7 @@ version = "0.3.2"
 description = "MkDocs plugin for setting revision date from git per markdown file."
 optional = false
 python-versions = ">=3.4"
+groups = ["dev"]
 files = [
     {file = "mkdocs_git_revision_date_plugin-0.3.2-py3-none-any.whl", hash = "sha256:2e67956cb01823dd2418e2833f3623dee8604cdf223bddd005fe36226a56f6ef"},
 ]
@@ -2385,13 +2476,14 @@ mkdocs = ">=0.17"
 
 [[package]]
 name = "mkdocs-material"
-version = "9.5.49"
+version = "9.5.50"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
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-    {file = "mkdocs_material-9.5.49.tar.gz", hash = "sha256:3671bb282b4f53a1c72e08adbe04d2481a98f85fed392530051f80ff94a9621d"},
+    {file = "mkdocs_material-9.5.50-py3-none-any.whl", hash = "sha256:f24100f234741f4d423a9d672a909d859668a4f404796be3cf035f10d6050385"},
+    {file = "mkdocs_material-9.5.50.tar.gz", hash = "sha256:ae5fe16f3d7c9ccd05bb6916a7da7420cf99a9ce5e33debd9d40403a090d5825"},
 ]
 
 [package.dependencies]
@@ -2408,7 +2500,7 @@ regex = ">=2022.4"
 requests = ">=2.26,<3.0"
 
 [package.extras]
-git = ["mkdocs-git-committers-plugin-2 (>=1.1,<2.0)", "mkdocs-git-revision-date-localized-plugin (>=1.2.4,<2.0)"]
+git = ["mkdocs-git-committers-plugin-2 (>=1.1,<3)", "mkdocs-git-revision-date-localized-plugin (>=1.2.4,<2.0)"]
 imaging = ["cairosvg (>=2.6,<3.0)", "pillow (>=10.2,<11.0)"]
 recommended = ["mkdocs-minify-plugin (>=0.7,<1.0)", "mkdocs-redirects (>=1.2,<2.0)", "mkdocs-rss-plugin (>=1.6,<2.0)"]
 
@@ -2418,6 +2510,7 @@ version = "1.3.1"
 description = "Extension pack for Python Markdown and MkDocs Material."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "mkdocs_material_extensions-1.3.1-py3-none-any.whl", hash = "sha256:adff8b62700b25cb77b53358dad940f3ef973dd6db797907c49e3c2ef3ab4e31"},
     {file = "mkdocs_material_extensions-1.3.1.tar.gz", hash = "sha256:10c9511cea88f568257f960358a467d12b970e1f7b2c0e5fb2bb48cab1928443"},
@@ -2429,6 +2522,7 @@ version = "1.3.0"
 description = "Python library for arbitrary-precision floating-point arithmetic"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
     {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
@@ -2446,6 +2540,7 @@ version = "0.70.17"
 description = "better multiprocessing and multithreading in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "multiprocess-0.70.17-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:7ddb24e5bcdb64e90ec5543a1f05a39463068b6d3b804aa3f2a4e16ec28562d6"},
     {file = "multiprocess-0.70.17-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:d729f55198a3579f6879766a6d9b72b42d4b320c0dcb7844afb774d75b573c62"},
@@ -2474,6 +2569,7 @@ version = "1.14.1"
 description = "Optional static typing for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "mypy-1.14.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:52686e37cf13d559f668aa398dd7ddf1f92c5d613e4f8cb262be2fb4fedb0fcb"},
     {file = "mypy-1.14.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1fb545ca340537d4b45d3eecdb3def05e913299ca72c290326be19b3804b39c0"},
@@ -2529,13 +2625,14 @@ reports = ["lxml"]
 
 [[package]]
 name = "mypy-boto3-appconfig"
-version = "1.35.93"
-description = "Type annotations for boto3 AppConfig 1.35.93 service generated with mypy-boto3-builder 8.8.0"
+version = "1.36.0"
+description = "Type annotations for boto3 AppConfig 1.36.0 service generated with mypy-boto3-builder 8.8.0"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "mypy_boto3_appconfig-1.35.93-py3-none-any.whl", hash = "sha256:108ad0bfda450de4844c107f2f2c210a57d2eea5dc6ebf2b847baa1f195a9df8"},
-    {file = "mypy_boto3_appconfig-1.35.93.tar.gz", hash = "sha256:638d91bff5bb7773fdb271a2d91947141b211b8ad729c0dd7dde9a4fe1e1e412"},
+    {file = "mypy_boto3_appconfig-1.36.0-py3-none-any.whl", hash = "sha256:d627de43761a83991a0ab8cd10698d415f94dcc78a567433c7465fc8d1f5cc16"},
+    {file = "mypy_boto3_appconfig-1.36.0.tar.gz", hash = "sha256:3f38cbd2d7d359da88dc996eeeafa4c1174847909e31a327dd77263dfdfd5424"},
 ]
 
 [package.dependencies]
@@ -2543,13 +2640,14 @@ typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [[package]]
 name = "mypy-boto3-appconfigdata"
-version = "1.35.93"
-description = "Type annotations for boto3 AppConfigData 1.35.93 service generated with mypy-boto3-builder 8.8.0"
+version = "1.36.0"
+description = "Type annotations for boto3 AppConfigData 1.36.0 service generated with mypy-boto3-builder 8.8.0"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "mypy_boto3_appconfigdata-1.35.93-py3-none-any.whl", hash = "sha256:d93d5a1d7ed5e2caee3555157713ae5f1eaac29888b2e3fd73aba9694196b74f"},
-    {file = "mypy_boto3_appconfigdata-1.35.93.tar.gz", hash = "sha256:010b2db1984e03e35e204d63100a6ebc0eca2a6830ef0ac5c60702f80ffd4ffb"},
+    {file = "mypy_boto3_appconfigdata-1.36.0-py3-none-any.whl", hash = "sha256:68f02ce06ed9597b02154aff64655fc38c42919eda08fddb130ba17e9f70e9cb"},
+    {file = "mypy_boto3_appconfigdata-1.36.0.tar.gz", hash = "sha256:3436d149833ea69b4260a0f352aac19258d4676c7a21087625906f7da98624c7"},
 ]
 
 [package.dependencies]
@@ -2557,13 +2655,14 @@ typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [[package]]
 name = "mypy-boto3-cloudformation"
-version = "1.35.93"
-description = "Type annotations for boto3 CloudFormation 1.35.93 service generated with mypy-boto3-builder 8.8.0"
+version = "1.36.0"
+description = "Type annotations for boto3 CloudFormation 1.36.0 service generated with mypy-boto3-builder 8.8.0"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "mypy_boto3_cloudformation-1.35.93-py3-none-any.whl", hash = "sha256:4111913cb2c9fd9099ecd616212923312fde0c126ee41f5821759ae9df4272b9"},
-    {file = "mypy_boto3_cloudformation-1.35.93.tar.gz", hash = "sha256:57dc112ff3e2ddc1e9e621e428490b904c0da8c1532d30e9fa2a19aefde9f719"},
+    {file = "mypy_boto3_cloudformation-1.36.0-py3-none-any.whl", hash = "sha256:3f6cd81739aaf9634c4aa2b92579081038a76e4f2dec306d02eaaf558b332ce9"},
+    {file = "mypy_boto3_cloudformation-1.36.0.tar.gz", hash = "sha256:acc2c7ae8920f1167be097f6151685fe5aee99be2f890075edf93e05d298e8b0"},
 ]
 
 [package.dependencies]
@@ -2571,13 +2670,14 @@ typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [[package]]
 name = "mypy-boto3-cloudwatch"
-version = "1.35.93"
-description = "Type annotations for boto3 CloudWatch 1.35.93 service generated with mypy-boto3-builder 8.8.0"
+version = "1.36.0"
+description = "Type annotations for boto3 CloudWatch 1.36.0 service generated with mypy-boto3-builder 8.8.0"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "mypy_boto3_cloudwatch-1.35.93-py3-none-any.whl", hash = "sha256:bd9b66952a85a71b137db8f605c9bb1fa862337ea3e8f854c802ef4d386f86fb"},
-    {file = "mypy_boto3_cloudwatch-1.35.93.tar.gz", hash = "sha256:2af0c2ab7ef69f49031e7487a4eaee1c06079ac8bd0a7a80b4e906da94aea496"},
+    {file = "mypy_boto3_cloudwatch-1.36.0-py3-none-any.whl", hash = "sha256:2f6cb81c05a1b4be3510e0857b22913a241488bc08f55b0ad96e8b775c144891"},
+    {file = "mypy_boto3_cloudwatch-1.36.0.tar.gz", hash = "sha256:a370d61522121ab457c443c338a652d0d3e1c22102d9db9f197fd5dcb7e656a4"},
 ]
 
 [package.dependencies]
@@ -2585,13 +2685,14 @@ typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [[package]]
 name = "mypy-boto3-dynamodb"
-version = "1.35.94"
-description = "Type annotations for boto3 DynamoDB 1.35.94 service generated with mypy-boto3-builder 8.8.0"
+version = "1.36.0"
+description = "Type annotations for boto3 DynamoDB 1.36.0 service generated with mypy-boto3-builder 8.8.0"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "mypy_boto3_dynamodb-1.35.94-py3-none-any.whl", hash = "sha256:187c12a968dcc459bab3bb958becbfc22ddd4eca29ba69f9f4e00661b9dad86e"},
-    {file = "mypy_boto3_dynamodb-1.35.94.tar.gz", hash = "sha256:9128bc9dfa574f1f6fe3991ec8c33b34626d26a767b961973a95f7610d8e98c1"},
+    {file = "mypy_boto3_dynamodb-1.36.0-py3-none-any.whl", hash = "sha256:b782a817ce8956f8d53ac94c85f969dfe51451fc99f16a3b62776f1e0ed3f1ba"},
+    {file = "mypy_boto3_dynamodb-1.36.0.tar.gz", hash = "sha256:1687e4689236a5391755126e86ec2596d408eb95408c31ac09a3d1eb289d516d"},
 ]
 
 [package.dependencies]
@@ -2599,13 +2700,14 @@ typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [[package]]
 name = "mypy-boto3-lambda"
-version = "1.35.93"
-description = "Type annotations for boto3 Lambda 1.35.93 service generated with mypy-boto3-builder 8.8.0"
+version = "1.36.0"
+description = "Type annotations for boto3 Lambda 1.36.0 service generated with mypy-boto3-builder 8.8.0"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "mypy_boto3_lambda-1.35.93-py3-none-any.whl", hash = "sha256:6bcd623c827724cde0b21b30c328515811b178763b75f0701a641cc7aa3aa414"},
-    {file = "mypy_boto3_lambda-1.35.93.tar.gz", hash = "sha256:c11b047743c7635ea8385abffaf97788a108b71479612e9b5e7d0bb19029d7a4"},
+    {file = "mypy_boto3_lambda-1.36.0-py3-none-any.whl", hash = "sha256:8a6693be1352b51e232cee73f73ce36014d19b4777bdf6969c5e707aba424ca1"},
+    {file = "mypy_boto3_lambda-1.36.0.tar.gz", hash = "sha256:5e9f23702060529aad216a3ce2a2368391a112df07909fbd3aa80d573d84893c"},
 ]
 
 [package.dependencies]
@@ -2613,13 +2715,14 @@ typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [[package]]
 name = "mypy-boto3-logs"
-version = "1.35.93"
-description = "Type annotations for boto3 CloudWatchLogs 1.35.93 service generated with mypy-boto3-builder 8.8.0"
+version = "1.36.3"
+description = "Type annotations for boto3 CloudWatchLogs 1.36.3 service generated with mypy-boto3-builder 8.8.0"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "mypy_boto3_logs-1.35.93-py3-none-any.whl", hash = "sha256:cef85814d6f7390ef9ed61fa4872f9b3d63983e6d1640df36cac97b6daef3724"},
-    {file = "mypy_boto3_logs-1.35.93.tar.gz", hash = "sha256:8ef2624e3d846695328182b647a86f85fcb4a78640ed15f716709f90622a369b"},
+    {file = "mypy_boto3_logs-1.36.3-py3-none-any.whl", hash = "sha256:553cb31261eb4484394af9ac965fa33b0d414e927c47768021a0a6ec89625f64"},
+    {file = "mypy_boto3_logs-1.36.3.tar.gz", hash = "sha256:76d233632a36665094ac888a685fade150c10665ab4cad1b17265037fcadd098"},
 ]
 
 [package.dependencies]
@@ -2627,13 +2730,14 @@ typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [[package]]
 name = "mypy-boto3-s3"
-version = "1.35.93"
-description = "Type annotations for boto3 S3 1.35.93 service generated with mypy-boto3-builder 8.8.0"
+version = "1.36.0"
+description = "Type annotations for boto3 S3 1.36.0 service generated with mypy-boto3-builder 8.8.0"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "mypy_boto3_s3-1.35.93-py3-none-any.whl", hash = "sha256:4cd3f1718fa0d8a54212c495cdff493bdcc6a8ae419d95428c60fb6bc7db7980"},
-    {file = "mypy_boto3_s3-1.35.93.tar.gz", hash = "sha256:b4529e57a8d5f21d4c61fe650fa6764fee2ba7ab524a455a34ba2698ef6d27a8"},
+    {file = "mypy_boto3_s3-1.36.0-py3-none-any.whl", hash = "sha256:a65ccb6be7b7ebf907887268d44975e435b1fc1164fc0a25de310e2b832f7e91"},
+    {file = "mypy_boto3_s3-1.36.0.tar.gz", hash = "sha256:80a881847b0e1fbc5edcad8b2870c110e31e7ef128db42402b70c159b7e93d5a"},
 ]
 
 [package.dependencies]
@@ -2641,13 +2745,14 @@ typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [[package]]
 name = "mypy-boto3-secretsmanager"
-version = "1.35.93"
-description = "Type annotations for boto3 SecretsManager 1.35.93 service generated with mypy-boto3-builder 8.8.0"
+version = "1.36.0"
+description = "Type annotations for boto3 SecretsManager 1.36.0 service generated with mypy-boto3-builder 8.8.0"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "mypy_boto3_secretsmanager-1.35.93-py3-none-any.whl", hash = "sha256:521075d42b6d05f0d7302d1837520e9111a84d6613152d32dc8cbb3cd6fceeec"},
-    {file = "mypy_boto3_secretsmanager-1.35.93.tar.gz", hash = "sha256:b6c4bc88a5fe4143124272728d41342e01c778b406db9d647a20dad0de7d6f47"},
+    {file = "mypy_boto3_secretsmanager-1.36.0-py3-none-any.whl", hash = "sha256:d7fd56b08afed32ce26f2663ec57f9ea074e1e5149a4388eccb46653e3cb5a66"},
+    {file = "mypy_boto3_secretsmanager-1.36.0.tar.gz", hash = "sha256:6e1f91cd5b0c1f0533f8cfa91e4755855d39931475e7d1e23ee8dbb2e7163d18"},
 ]
 
 [package.dependencies]
@@ -2655,13 +2760,14 @@ typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [[package]]
 name = "mypy-boto3-ssm"
-version = "1.35.93"
-description = "Type annotations for boto3 SSM 1.35.93 service generated with mypy-boto3-builder 8.8.0"
+version = "1.36.6"
+description = "Type annotations for boto3 SSM 1.36.6 service generated with mypy-boto3-builder 8.8.0"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "mypy_boto3_ssm-1.35.93-py3-none-any.whl", hash = "sha256:7c115ee920e994ffc12408685b4236f4ad72f64a971c380aa63be21becf297ad"},
-    {file = "mypy_boto3_ssm-1.35.93.tar.gz", hash = "sha256:2e2610e33ca4a075595d30fa061ef2e54c9d9b6ced14a196316dcd032372dd8c"},
+    {file = "mypy_boto3_ssm-1.36.6-py3-none-any.whl", hash = "sha256:7f255428d79a8eb0adfde6f21b1b996275295d993157ffe0a6585bfea711583b"},
+    {file = "mypy_boto3_ssm-1.36.6.tar.gz", hash = "sha256:edc819b7526ab35b105648603839d158b00146af5743fc7784db3227073e1973"},
 ]
 
 [package.dependencies]
@@ -2669,13 +2775,14 @@ typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [[package]]
 name = "mypy-boto3-xray"
-version = "1.35.93"
-description = "Type annotations for boto3 XRay 1.35.93 service generated with mypy-boto3-builder 8.8.0"
+version = "1.36.0"
+description = "Type annotations for boto3 XRay 1.36.0 service generated with mypy-boto3-builder 8.8.0"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "mypy_boto3_xray-1.35.93-py3-none-any.whl", hash = "sha256:e80c2be40c5cb4851dc08c145101b4e52a6f471dab0fc5f488975f6e14f7cb93"},
-    {file = "mypy_boto3_xray-1.35.93.tar.gz", hash = "sha256:7e0af9474f06da1923aa37c8639b051042cc3a56d1a36b0141124d9de7be6709"},
+    {file = "mypy_boto3_xray-1.36.0-py3-none-any.whl", hash = "sha256:b92a06db10f623db4ec0641227f468b7a57c77f8e599846cfddace4b434f70a5"},
+    {file = "mypy_boto3_xray-1.36.0.tar.gz", hash = "sha256:5ae2b4c333bf2881870ffb96f1d99cd5e7ee1706d071b6923dcd6de6ceb3ac0c"},
 ]
 
 [package.dependencies]
@@ -2687,6 +2794,7 @@ version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
 python-versions = ">=3.5"
+groups = ["dev"]
 files = [
     {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
     {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
@@ -2694,21 +2802,22 @@ files = [
 
 [[package]]
 name = "networkx"
-version = "3.1"
+version = "3.2.1"
 description = "Python package for creating and manipulating graphs and networks"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "networkx-3.1-py3-none-any.whl", hash = "sha256:4f33f68cb2afcf86f28a45f43efc27a9386b535d567d2127f8f61d51dec58d36"},
-    {file = "networkx-3.1.tar.gz", hash = "sha256:de346335408f84de0eada6ff9fafafff9bcda11f0a0dfaa931133debb146ab61"},
+    {file = "networkx-3.2.1-py3-none-any.whl", hash = "sha256:f18c69adc97877c42332c170849c96cefa91881c99a7cb3e95b7c659ebdc1ec2"},
+    {file = "networkx-3.2.1.tar.gz", hash = "sha256:9f1bb5cf3409bf324e0a722c20bdb4c20ee39bf1c30ce8ae499c8502b0b5e0c6"},
 ]
 
 [package.extras]
-default = ["matplotlib (>=3.4)", "numpy (>=1.20)", "pandas (>=1.3)", "scipy (>=1.8)"]
-developer = ["mypy (>=1.1)", "pre-commit (>=3.2)"]
-doc = ["nb2plots (>=0.6)", "numpydoc (>=1.5)", "pillow (>=9.4)", "pydata-sphinx-theme (>=0.13)", "sphinx (>=6.1)", "sphinx-gallery (>=0.12)", "texext (>=0.6.7)"]
-extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.10)", "sympy (>=1.10)"]
-test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
+default = ["matplotlib (>=3.5)", "numpy (>=1.22)", "pandas (>=1.4)", "scipy (>=1.9,!=1.11.0,!=1.11.1)"]
+developer = ["changelist (==0.4)", "mypy (>=1.1)", "pre-commit (>=3.2)", "rtoml"]
+doc = ["nb2plots (>=0.7)", "nbconvert (<7.9)", "numpydoc (>=1.6)", "pillow (>=9.4)", "pydata-sphinx-theme (>=0.14)", "sphinx (>=7)", "sphinx-gallery (>=0.14)", "texext (>=0.6.7)"]
+extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.11)", "sympy (>=1.10)"]
+test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "nox"
@@ -2716,6 +2825,7 @@ version = "2024.10.9"
 description = "Flexible test automation."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "nox-2024.10.9-py3-none-any.whl", hash = "sha256:1d36f309a0a2a853e9bccb76bbef6bb118ba92fa92674d15604ca99adeb29eab"},
     {file = "nox-2024.10.9.tar.gz", hash = "sha256:7aa9dc8d1c27e9f45ab046ffd1c3b2c4f7c91755304769df231308849ebded95"},
@@ -2734,18 +2844,20 @@ uv = ["uv (>=0.1.6)"]
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.29.0"
+version = "1.16.0"
 description = "OpenTelemetry Python API"
 optional = true
-python-versions = ">=3.8"
+python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"datadog\""
 files = [
-    {file = "opentelemetry_api-1.29.0-py3-none-any.whl", hash = "sha256:5fcd94c4141cc49c736271f3e1efb777bebe9cc535759c54c936cca4f1b312b8"},
-    {file = "opentelemetry_api-1.29.0.tar.gz", hash = "sha256:d04a6cf78aad09614f52964ecb38021e248f5714dc32c2e0d8fd99517b4d69cf"},
+    {file = "opentelemetry_api-1.16.0-py3-none-any.whl", hash = "sha256:79e8f0cf88dbdd36b6abf175d2092af1efcaa2e71552d0d2b3b181a9707bf4bc"},
+    {file = "opentelemetry_api-1.16.0.tar.gz", hash = "sha256:4b0e895a3b1f5e1908043ebe492d33e33f9ccdbe6d02d3994c2f8721a63ddddb"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-importlib-metadata = ">=6.0,<=8.5.0"
+setuptools = ">=16.0"
 
 [[package]]
 name = "packaging"
@@ -2753,6 +2865,7 @@ version = "24.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
     {file = "packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"},
@@ -2764,6 +2877,7 @@ version = "0.5.7"
 description = "Divides large result sets into pages for easier browsing"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "paginate-0.5.7-py2.py3-none-any.whl", hash = "sha256:b885e2af73abcf01d9559fd5216b57ef722f8c42affbb63942377668e35c7591"},
     {file = "paginate-0.5.7.tar.gz", hash = "sha256:22bd083ab41e1a8b4f3690544afb2c60c25e5c9a63a30fa2f483f6c60c8e5945"},
@@ -2779,6 +2893,7 @@ version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
     {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
@@ -2790,6 +2905,7 @@ version = "6.1.0"
 description = "Python Build Reasonableness"
 optional = false
 python-versions = ">=2.6"
+groups = ["dev"]
 files = [
     {file = "pbr-6.1.0-py2.py3-none-any.whl", hash = "sha256:a776ae228892d8013649c0aeccbb3d5f99ee15e005a4cbb7e61d55a067b28a2a"},
     {file = "pbr-6.1.0.tar.gz", hash = "sha256:788183e382e3d1d7707db08978239965e8b9e4e5ed42669bf4758186734d5f24"},
@@ -2797,35 +2913,27 @@ files = [
 
 [[package]]
 name = "pdoc3"
-version = "0.11.0"
+version = "0.11.5"
 description = "Auto-generate API documentation for Python projects."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "pdoc3-0.11.0.tar.gz", hash = "sha256:12f28c6ee045ca8ad6a624b86d1982c51de20e83c0a721cd7b0933f44ae0a655"},
+    {file = "pdoc3-0.11.5-py3-none-any.whl", hash = "sha256:b614436239716e1655e538f68a42c62a0bac566e70ddd86c58bc66d6a9ec90a0"},
+    {file = "pdoc3-0.11.5.tar.gz", hash = "sha256:fc40607e3f46860ba42c02d30075fe1a52c039b77ffa8e86c1cbc4a8078841b3"},
 ]
 
 [package.dependencies]
 mako = "*"
 markdown = ">=3.0"
 
-[[package]]
-name = "pkgutil-resolve-name"
-version = "1.3.10"
-description = "Resolve a name to an object."
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "pkgutil_resolve_name-1.3.10-py3-none-any.whl", hash = "sha256:ca27cc078d25c5ad71a9de0a7a330146c4e014c2462d9af19c6b828280649c5e"},
-    {file = "pkgutil_resolve_name-1.3.10.tar.gz", hash = "sha256:357d6c9e6a755653cfd78893817c0853af365dd51ec97f3d358a819373bbd174"},
-]
-
 [[package]]
 name = "platformdirs"
 version = "4.3.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "platformdirs-4.3.6-py3-none-any.whl", hash = "sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb"},
     {file = "platformdirs-4.3.6.tar.gz", hash = "sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907"},
@@ -2842,6 +2950,7 @@ version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -2857,6 +2966,8 @@ version = "3.11"
 description = "Python Lex & Yacc"
 optional = true
 python-versions = "*"
+groups = ["main"]
+markers = "extra == \"all\" or extra == \"datamasking\""
 files = [
     {file = "ply-3.11-py2.py3-none-any.whl", hash = "sha256:096f9b8350b65ebd2fd1346b12452efe5b9607f7482813ffca50c22722a807ce"},
     {file = "ply-3.11.tar.gz", hash = "sha256:00c7c1aaa88358b9c765b6d3000c6eec0ba42abca5351b095321aef446081da3"},
@@ -2868,6 +2979,8 @@ version = "5.29.3"
 description = ""
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"datadog\""
 files = [
     {file = "protobuf-5.29.3-cp310-abi3-win32.whl", hash = "sha256:3ea51771449e1035f26069c4c7fd51fba990d07bc55ba80701c78f886bf9c888"},
     {file = "protobuf-5.29.3-cp310-abi3-win_amd64.whl", hash = "sha256:a4fa6f80816a9a0678429e84973f2f98cbc218cca434abe8db2ad0bffc98503a"},
@@ -2888,6 +3001,7 @@ version = "0.0.3"
 description = "Publication helps you maintain public-api-friendly modules by preventing unintentional access to private implementation details via introspection."
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "publication-0.0.3-py2.py3-none-any.whl", hash = "sha256:0248885351febc11d8a1098d5c8e3ab2dabcf3e8c0c96db1e17ecd12b53afbe6"},
     {file = "publication-0.0.3.tar.gz", hash = "sha256:68416a0de76dddcdd2930d1c8ef853a743cc96c82416c4e4d3b5d901c6276dc4"},
@@ -2899,6 +3013,7 @@ version = "9.0.0"
 description = "Get CPU info with pure Python"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "py-cpuinfo-9.0.0.tar.gz", hash = "sha256:3cdbbf3fac90dc6f118bfd64384f309edeadd902d7c8fb17f02ffa1fc3f49690"},
     {file = "py_cpuinfo-9.0.0-py3-none-any.whl", hash = "sha256:859625bc251f64e21f077d099d4162689c762b5d6a4c3c97553d56241c9674d5"},
@@ -2910,21 +3025,25 @@ version = "2.22"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
 ]
+markers = {main = "(extra == \"all\" or extra == \"datamasking\") and platform_python_implementation != \"PyPy\"", dev = "platform_python_implementation != \"PyPy\""}
 
 [[package]]
 name = "pydantic"
-version = "2.10.5"
+version = "2.10.6"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
-    {file = "pydantic-2.10.5-py3-none-any.whl", hash = "sha256:4dd4e322dbe55472cb7ca7e73f4b63574eecccf2835ffa2af9021ce113c83c53"},
-    {file = "pydantic-2.10.5.tar.gz", hash = "sha256:278b38dbbaec562011d659ee05f63346951b3a248a6f3642e1bc68894ea2b4ff"},
+    {file = "pydantic-2.10.6-py3-none-any.whl", hash = "sha256:427d664bf0b8a2b34ff5dd0f5a18df00591adcee7198fbd71981054cef37b584"},
+    {file = "pydantic-2.10.6.tar.gz", hash = "sha256:ca5daa827cce33de7a42be142548b0096bf05a7e7b365aebfa5f8eeec7128236"},
 ]
+markers = {main = "extra == \"parser\" or extra == \"all\""}
 
 [package.dependencies]
 annotated-types = ">=0.6.0"
@@ -2941,6 +3060,7 @@ version = "2.27.2"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
     {file = "pydantic_core-2.27.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:2d367ca20b2f14095a8f4fa1210f5a7b78b8a20009ecced6b12818f455b1e9fa"},
     {file = "pydantic_core-2.27.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:491a2b73db93fab69731eaee494f320faa4e093dbed776be1a829c2eb222c34c"},
@@ -3043,6 +3163,7 @@ files = [
     {file = "pydantic_core-2.27.2-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:7d0c8399fcc1848491f00e0314bd59fb34a9c008761bcb422a057670c3f65e35"},
     {file = "pydantic_core-2.27.2.tar.gz", hash = "sha256:eb026e5a4c1fee05726072337ff51d1efb6f59090b7da90d30ea58625b1ffb39"},
 ]
+markers = {main = "extra == \"parser\" or extra == \"all\""}
 
 [package.dependencies]
 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
@@ -3053,6 +3174,8 @@ version = "2.7.1"
 description = "Settings management using Pydantic"
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"all\""
 files = [
     {file = "pydantic_settings-2.7.1-py3-none-any.whl", hash = "sha256:590be9e6e24d06db33a4262829edef682500ef008565a969c73d39d5f8bfb3fd"},
     {file = "pydantic_settings-2.7.1.tar.gz", hash = "sha256:10c9caad35e64bfb3c2fbf70a078c0e25cc92499782e5200747f942a065dec93"},
@@ -3073,6 +3196,7 @@ version = "2.19.1"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
     {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
@@ -3083,13 +3207,14 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pymdown-extensions"
-version = "10.14"
+version = "10.14.1"
 description = "Extension pack for Python Markdown."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "pymdown_extensions-10.14-py3-none-any.whl", hash = "sha256:202481f716cc8250e4be8fce997781ebf7917701b59652458ee47f2401f818b5"},
-    {file = "pymdown_extensions-10.14.tar.gz", hash = "sha256:741bd7c4ff961ba40b7528d32284c53bc436b8b1645e8e37c3e57770b8700a34"},
+    {file = "pymdown_extensions-10.14.1-py3-none-any.whl", hash = "sha256:637951cbfbe9874ba28134fb3ce4b8bcadd6aca89ac4998ec29dcbafd554ae08"},
+    {file = "pymdown_extensions-10.14.1.tar.gz", hash = "sha256:b65801996a0cd4f42a3110810c306c45b7313c09b0610a6f773730f2a9e3c96b"},
 ]
 
 [package.dependencies]
@@ -3101,13 +3226,14 @@ extra = ["pygments (>=2.19.1)"]
 
 [[package]]
 name = "pyparsing"
-version = "3.1.4"
+version = "3.2.1"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
-python-versions = ">=3.6.8"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "pyparsing-3.1.4-py3-none-any.whl", hash = "sha256:a6a7ee4235a3f944aa1fa2249307708f893fe5717dc603503c6c7969c070fb7c"},
-    {file = "pyparsing-3.1.4.tar.gz", hash = "sha256:f86ec8d1a83f11977c9a6ea7598e8c27fc5cddfa5b07ea2241edbbde1d7bc032"},
+    {file = "pyparsing-3.2.1-py3-none-any.whl", hash = "sha256:506ff4f4386c4cec0590ec19e6302d3aedb992fdc02c761e90416f158dacf8e1"},
+    {file = "pyparsing-3.2.1.tar.gz", hash = "sha256:61980854fd66de3a90028d679a954d5f2623e83144b5afe5ee86f43d762e5f0a"},
 ]
 
 [package.extras]
@@ -3119,6 +3245,7 @@ version = "8.3.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pytest-8.3.4-py3-none-any.whl", hash = "sha256:50e16d954148559c9a74109af1eaf0c945ba2d8f30f0a3d3335edde19788b6f6"},
     {file = "pytest-8.3.4.tar.gz", hash = "sha256:965370d062bce11e73868e0335abac31b4d3de0e82f4007408d242b4f8610761"},
@@ -3137,55 +3264,58 @@ dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments
 
 [[package]]
 name = "pytest-asyncio"
-version = "0.24.0"
+version = "0.25.2"
 description = "Pytest support for asyncio"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "pytest_asyncio-0.24.0-py3-none-any.whl", hash = "sha256:a811296ed596b69bf0b6f3dc40f83bcaf341b155a269052d82efa2b25ac7037b"},
-    {file = "pytest_asyncio-0.24.0.tar.gz", hash = "sha256:d081d828e576d85f875399194281e92bf8a68d60d72d1a2faf2feddb6c46b276"},
+    {file = "pytest_asyncio-0.25.2-py3-none-any.whl", hash = "sha256:0d0bb693f7b99da304a0634afc0a4b19e49d5e0de2d670f38dc4bfa5727c5075"},
+    {file = "pytest_asyncio-0.25.2.tar.gz", hash = "sha256:3f8ef9a98f45948ea91a0ed3dc4268b5326c0e7bce73892acc654df4262ad45f"},
 ]
 
 [package.dependencies]
 pytest = ">=8.2,<9"
 
 [package.extras]
-docs = ["sphinx (>=5.3)", "sphinx-rtd-theme (>=1.0)"]
+docs = ["sphinx (>=5.3)", "sphinx-rtd-theme (>=1)"]
 testing = ["coverage (>=6.2)", "hypothesis (>=5.7.1)"]
 
 [[package]]
 name = "pytest-benchmark"
-version = "4.0.0"
+version = "5.1.0"
 description = "A ``pytest`` fixture for benchmarking code. It will group the tests into rounds that are calibrated to the chosen timer."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "pytest-benchmark-4.0.0.tar.gz", hash = "sha256:fb0785b83efe599a6a956361c0691ae1dbb5318018561af10f3e915caa0048d1"},
-    {file = "pytest_benchmark-4.0.0-py3-none-any.whl", hash = "sha256:fdb7db64e31c8b277dff9850d2a2556d8b60bcb0ea6524e36e28ffd7c87f71d6"},
+    {file = "pytest-benchmark-5.1.0.tar.gz", hash = "sha256:9ea661cdc292e8231f7cd4c10b0319e56a2118e2c09d9f50e1b3d150d2aca105"},
+    {file = "pytest_benchmark-5.1.0-py3-none-any.whl", hash = "sha256:922de2dfa3033c227c96da942d1878191afa135a29485fb942e85dff1c592c89"},
 ]
 
 [package.dependencies]
 py-cpuinfo = "*"
-pytest = ">=3.8"
+pytest = ">=8.1"
 
 [package.extras]
 aspect = ["aspectlib"]
 elasticsearch = ["elasticsearch"]
-histogram = ["pygal", "pygaljs"]
+histogram = ["pygal", "pygaljs", "setuptools"]
 
 [[package]]
 name = "pytest-cov"
-version = "5.0.0"
+version = "6.0.0"
 description = "Pytest plugin for measuring coverage."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "pytest-cov-5.0.0.tar.gz", hash = "sha256:5837b58e9f6ebd335b0f8060eecce69b662415b16dc503883a02f45dfeb14857"},
-    {file = "pytest_cov-5.0.0-py3-none-any.whl", hash = "sha256:4f0764a1219df53214206bf1feea4633c3b558a2925c8b59f144f682861ce652"},
+    {file = "pytest-cov-6.0.0.tar.gz", hash = "sha256:fde0b595ca248bb8e2d76f020b465f3b107c9632e6a1d1705f17834c89dcadc0"},
+    {file = "pytest_cov-6.0.0-py3-none-any.whl", hash = "sha256:eee6f1b9e61008bd34975a4d5bab25801eb31898b032dd55addc93e96fcaaa35"},
 ]
 
 [package.dependencies]
-coverage = {version = ">=5.2.1", extras = ["toml"]}
+coverage = {version = ">=7.5", extras = ["toml"]}
 pytest = ">=4.6"
 
 [package.extras]
@@ -3197,6 +3327,7 @@ version = "3.14.0"
 description = "Thin-wrapper around the mock package for easier use with pytest"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pytest-mock-3.14.0.tar.gz", hash = "sha256:2719255a1efeceadbc056d6bf3df3d1c5015530fb40cf347c0f9afac88410bd0"},
     {file = "pytest_mock-3.14.0-py3-none-any.whl", hash = "sha256:0b72c38033392a5f4621342fe11e9219ac11ec9d375f8e2a0c164539e0d70f6f"},
@@ -3214,6 +3345,7 @@ version = "0.7.0"
 description = "Pytest Plugin to disable socket calls during tests"
 optional = false
 python-versions = ">=3.8,<4.0"
+groups = ["dev"]
 files = [
     {file = "pytest_socket-0.7.0-py3-none-any.whl", hash = "sha256:7e0f4642177d55d317bbd58fc68c6bd9048d6eadb2d46a89307fa9221336ce45"},
     {file = "pytest_socket-0.7.0.tar.gz", hash = "sha256:71ab048cbbcb085c15a4423b73b619a8b35d6a307f46f78ea46be51b1b7e11b3"},
@@ -3228,6 +3360,7 @@ version = "3.6.1"
 description = "pytest xdist plugin for distributed testing, most importantly across multiple CPUs"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pytest_xdist-3.6.1-py3-none-any.whl", hash = "sha256:9ed4adfb68a016610848639bb7e02c9352d5d9f03d04809919e2dafc3be4cca7"},
     {file = "pytest_xdist-3.6.1.tar.gz", hash = "sha256:ead156a4db231eec769737f57668ef58a2084a34b2e55c4a8fa20d861107300d"},
@@ -3248,6 +3381,7 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main", "dev"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -3260,33 +3394,26 @@ six = ">=1.5"
 name = "python-dotenv"
 version = "1.0.1"
 description = "Read key-value pairs from a .env file and set them as environment variables"
-optional = true
+optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
     {file = "python-dotenv-1.0.1.tar.gz", hash = "sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca"},
     {file = "python_dotenv-1.0.1-py3-none-any.whl", hash = "sha256:f7b63ef50f1b690dddf550d03497b66d609393b40b564ed0d674909a68ebf16a"},
 ]
+markers = {main = "extra == \"all\""}
 
 [package.extras]
 cli = ["click (>=5.0)"]
 
-[[package]]
-name = "pytz"
-version = "2024.2"
-description = "World timezone definitions, modern and historical"
-optional = false
-python-versions = "*"
-files = [
-    {file = "pytz-2024.2-py2.py3-none-any.whl", hash = "sha256:31c7c1817eb7fae7ca4b8c7ee50c72f93aa2dd863de768e1ef4245d426aa0725"},
-    {file = "pytz-2024.2.tar.gz", hash = "sha256:2aa355083c50a0f93fa581709deac0c9ad65cca8a9e9beac660adcbd493c798a"},
-]
-
 [[package]]
 name = "pywin32"
 version = "308"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
+groups = ["dev"]
+markers = "sys_platform == \"win32\""
 files = [
     {file = "pywin32-308-cp310-cp310-win32.whl", hash = "sha256:796ff4426437896550d2981b9c2ac0ffd75238ad9ea2d3bfa67a1abd546d262e"},
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@@ -3314,6 +3441,7 @@ version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
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@@ -3376,6 +3504,7 @@ version = "0.1"
 description = "A custom YAML tag for referencing environment variables in YAML files. "
 optional = false
 python-versions = ">=3.6"
+groups = ["dev"]
 files = [
     {file = "pyyaml_env_tag-0.1-py3-none-any.whl", hash = "sha256:af31106dec8a4d68c60207c1886031cbf839b68aa7abccdb19868200532c2069"},
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@@ -3390,6 +3519,7 @@ version = "6.0.1"
 description = "Code Metrics in Python"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "radon-6.0.1-py2.py3-none-any.whl", hash = "sha256:632cc032364a6f8bb1010a2f6a12d0f14bc7e5ede76585ef29dc0cecf4cd8859"},
     {file = "radon-6.0.1.tar.gz", hash = "sha256:d1ac0053943a893878940fedc8b19ace70386fc9c9bf0a09229a44125ebf45b5"},
@@ -3408,10 +3538,12 @@ version = "5.2.1"
 description = "Python client for Redis database and key-value store"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
     {file = "redis-5.2.1-py3-none-any.whl", hash = "sha256:ee7e1056b9aea0f04c6c2ed59452947f34c4940ee025f5dd83e6a6418b6989e4"},
     {file = "redis-5.2.1.tar.gz", hash = "sha256:16f2e22dff21d5125e8481515e386711a34cbec50f0e44413dd7d9c060a54e0f"},
 ]
+markers = {main = "extra == \"redis\""}
 
 [package.dependencies]
 async-timeout = {version = ">=4.0.3", markers = "python_full_version < \"3.11.3\""}
@@ -3422,18 +3554,20 @@ ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==23.2.1)", "requests (>=2.31.0)"
 
 [[package]]
 name = "referencing"
-version = "0.35.1"
+version = "0.36.2"
 description = "JSON Referencing + Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
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-    {file = "referencing-0.35.1.tar.gz", hash = "sha256:25b42124a6c8b632a425174f24087783efb348a6f1e0008e63cd4466fedf703c"},
+    {file = "referencing-0.36.2-py3-none-any.whl", hash = "sha256:e8699adbbf8b5c7de96d8ffa0eb5c158b3beafce084968e2ea8bb08c6794dcd0"},
+    {file = "referencing-0.36.2.tar.gz", hash = "sha256:df2e89862cd09deabbdba16944cc3f10feb6b3e6f18e902f7cc25609a34775aa"},
 ]
 
 [package.dependencies]
 attrs = ">=22.2.0"
 rpds-py = ">=0.7.0"
+typing-extensions = {version = ">=4.4.0", markers = "python_version < \"3.13\""}
 
 [[package]]
 name = "regex"
@@ -3441,6 +3575,7 @@ version = "2024.11.6"
 description = "Alternative regular expression module, to replace re."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "regex-2024.11.6-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ff590880083d60acc0433f9c3f713c51f7ac6ebb9adf889c79a261ecf541aa91"},
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@@ -3544,6 +3679,7 @@ version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
     {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
     {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
@@ -3565,6 +3701,7 @@ version = "0.9.5"
 description = "Easy to use retry decorator."
 optional = false
 python-versions = ">=2.6"
+groups = ["dev"]
 files = [
     {file = "retry2-0.9.5-py2.py3-none-any.whl", hash = "sha256:f7fee13b1e15d0611c462910a6aa72a8919823988dd0412152bc3719c89a4e55"},
 ]
@@ -3578,6 +3715,7 @@ version = "13.9.4"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.8.0"
+groups = ["dev"]
 files = [
     {file = "rich-13.9.4-py3-none-any.whl", hash = "sha256:6049d5e6ec054bf2779ab3358186963bac2ea89175919d699e378b99738c2a90"},
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@@ -3593,159 +3731,162 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
 [[package]]
 name = "rpds-py"
-version = "0.20.1"
+version = "0.22.3"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
-python-versions = ">=3.8"
-files = [
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+    {file = "ruff-0.9.3-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cabc332b7075a914ecea912cd1f3d4370489c8018f2c945a30bcc934e3bc06a6"},
+    {file = "ruff-0.9.3-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:33866c3cc2a575cbd546f2cd02bdd466fed65118e4365ee538a3deffd6fcb730"},
+    {file = "ruff-0.9.3-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:006e5de2621304c8810bcd2ee101587712fa93b4f955ed0985907a36c427e0c2"},
+    {file = "ruff-0.9.3-py3-none-musllinux_1_2_i686.whl", hash = "sha256:ba6eea4459dbd6b1be4e6bfc766079fb9b8dd2e5a35aff6baee4d9b1514ea519"},
+    {file = "ruff-0.9.3-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:90230a6b8055ad47d3325e9ee8f8a9ae7e273078a66401ac66df68943ced029b"},
+    {file = "ruff-0.9.3-py3-none-win32.whl", hash = "sha256:eabe5eb2c19a42f4808c03b82bd313fc84d4e395133fb3fc1b1516170a31213c"},
+    {file = "ruff-0.9.3-py3-none-win_amd64.whl", hash = "sha256:040ceb7f20791dfa0e78b4230ee9dce23da3b64dd5848e40e3bf3ab76468dcf4"},
+    {file = "ruff-0.9.3-py3-none-win_arm64.whl", hash = "sha256:800d773f6d4d33b0a3c60e2c6ae8f4c202ea2de056365acfa519aa48acf28e0b"},
+    {file = "ruff-0.9.3.tar.gz", hash = "sha256:8293f89985a090ebc3ed1064df31f3b4b56320cdfcec8b60d3295bddb955c22a"},
 ]
 
 [[package]]
 name = "s3transfer"
-version = "0.10.4"
+version = "0.11.2"
 description = "An Amazon S3 Transfer Manager"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
-    {file = "s3transfer-0.10.4-py3-none-any.whl", hash = "sha256:244a76a24355363a68164241438de1b72f8781664920260c48465896b712a41e"},
-    {file = "s3transfer-0.10.4.tar.gz", hash = "sha256:29edc09801743c21eb5ecbc617a152df41d3c287f67b615f73e5f750583666a7"},
+    {file = "s3transfer-0.11.2-py3-none-any.whl", hash = "sha256:be6ecb39fadd986ef1701097771f87e4d2f821f27f6071c872143884d2950fbc"},
+    {file = "s3transfer-0.11.2.tar.gz", hash = "sha256:3b39185cb72f5acc77db1a58b6e25b977f28d20496b6e58d6813d75f464d632f"},
 ]
 
 [package.dependencies]
-botocore = ">=1.33.2,<2.0a.0"
+botocore = ">=1.36.0,<2.0a.0"
 
 [package.extras]
-crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
+crt = ["botocore[crt] (>=1.36.0,<2.0a.0)"]
 
 [[package]]
 name = "scantree"
@@ -3753,6 +3894,7 @@ version = "0.0.4"
 description = "Flexible recursive directory iterator: scandir meets glob(\"**\", recursive=True)"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "scantree-0.0.4-py3-none-any.whl", hash = "sha256:7616ab65aa6b7f16fcf8e6fa1d9afaa99a27ab72bba05c61b691853b96763174"},
     {file = "scantree-0.0.4.tar.gz", hash = "sha256:15bd5cb24483b04db2c70653604e8ea3522e98087db7e38ab8482f053984c0ac"},
@@ -3764,13 +3906,14 @@ pathspec = ">=0.10.1"
 
 [[package]]
 name = "sentry-sdk"
-version = "2.19.2"
+version = "2.20.0"
 description = "Python client for Sentry (https://sentry.io)"
 optional = false
 python-versions = ">=3.6"
+groups = ["dev"]
 files = [
-    {file = "sentry_sdk-2.19.2-py2.py3-none-any.whl", hash = "sha256:ebdc08228b4d131128e568d696c210d846e5b9d70aa0327dec6b1272d9d40b84"},
-    {file = "sentry_sdk-2.19.2.tar.gz", hash = "sha256:467df6e126ba242d39952375dd816fbee0f217d119bf454a8ce74cf1e7909e8d"},
+    {file = "sentry_sdk-2.20.0-py2.py3-none-any.whl", hash = "sha256:c359a1edf950eb5e80cffd7d9111f3dbeef57994cb4415df37d39fda2cf22364"},
+    {file = "sentry_sdk-2.20.0.tar.gz", hash = "sha256:afa82713a92facf847df3c6f63cec71eb488d826a50965def3d7722aa6f0fdab"},
 ]
 
 [package.dependencies]
@@ -3815,6 +3958,29 @@ sqlalchemy = ["sqlalchemy (>=1.2)"]
 starlette = ["starlette (>=0.19.1)"]
 starlite = ["starlite (>=1.48)"]
 tornado = ["tornado (>=6)"]
+unleash = ["UnleashClient (>=6.0.1)"]
+
+[[package]]
+name = "setuptools"
+version = "75.8.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+optional = true
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"datadog\""
+files = [
+    {file = "setuptools-75.8.0-py3-none-any.whl", hash = "sha256:e3982f444617239225d675215d51f6ba05f845d4eec313da4418fdbb56fb27e3"},
+    {file = "setuptools-75.8.0.tar.gz", hash = "sha256:c5afc8f407c626b8313a86e10311dd3f661c6cd9c09d4bf8c15c0e11f9f2b0e6"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"]
+core = ["importlib_metadata (>=6)", "jaraco.collections", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"]
 
 [[package]]
 name = "six"
@@ -3822,6 +3988,7 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main", "dev"]
 files = [
     {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -3833,6 +4000,7 @@ version = "5.0.2"
 description = "A pure Python implementation of a sliding window memory map manager"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "smmap-5.0.2-py3-none-any.whl", hash = "sha256:b30115f0def7d7531d22a0fb6502488d879e75b260a9db4d0819cfb25403af5e"},
     {file = "smmap-5.0.2.tar.gz", hash = "sha256:26ea65a03958fa0c8a1c7e8c7a58fdc77221b8910f6be2131affade476898ad5"},
@@ -3844,6 +4012,7 @@ version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -3851,13 +4020,14 @@ files = [
 
 [[package]]
 name = "stevedore"
-version = "5.3.0"
+version = "5.4.0"
 description = "Manage dynamic plugins for Python applications"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
-    {file = "stevedore-5.3.0-py3-none-any.whl", hash = "sha256:1efd34ca08f474dad08d9b19e934a22c68bb6fe416926479ba29e5013bcc8f78"},
-    {file = "stevedore-5.3.0.tar.gz", hash = "sha256:9a64265f4060312828151c204efbe9b7a9852a0d9228756344dbc7e4023e375a"},
+    {file = "stevedore-5.4.0-py3-none-any.whl", hash = "sha256:b0be3c4748b3ea7b854b265dcb4caa891015e442416422be16f8b31756107857"},
+    {file = "stevedore-5.4.0.tar.gz", hash = "sha256:79e92235ecb828fe952b6b8b0c6c87863248631922c8e8e0fa5b17b232c4514d"},
 ]
 
 [package.dependencies]
@@ -3869,6 +4039,7 @@ version = "1.13.3"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "sympy-1.13.3-py3-none-any.whl", hash = "sha256:54612cf55a62755ee71824ce692986f23c88ffa77207b30c1368eda4a7060f73"},
     {file = "sympy-1.13.3.tar.gz", hash = "sha256:b27fd2c6530e0ab39e275fc9b683895367e51d5da91baa8d3d64db2565fec4d9"},
@@ -3882,37 +4053,58 @@ dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
 
 [[package]]
 name = "testcontainers"
-version = "3.7.1"
-description = "Library provides lightweight, throwaway instances of common databases, Selenium web browsers, or anything else that can run in a Docker container"
+version = "4.9.1"
+description = "Python library for throwaway instances of anything that can run in a Docker container"
 optional = false
-python-versions = ">=3.7"
+python-versions = "<4.0,>=3.9"
+groups = ["dev"]
 files = [
-    {file = "testcontainers-3.7.1-py2.py3-none-any.whl", hash = "sha256:7f48cef4bf0ccd78f1a4534d4b701a003a3bace851f24eae58a32f9e3f0aeba0"},
+    {file = "testcontainers-4.9.1-py3-none-any.whl", hash = "sha256:315fb94b42a383872df530aa45319745278ef0cc18b9cfcdc231a75d14afa5a0"},
+    {file = "testcontainers-4.9.1.tar.gz", hash = "sha256:37fe9a222549ddb788463935965b16f91809e9a8d654f437d6a59eac9b77f76f"},
 ]
 
 [package.dependencies]
-deprecation = "*"
-docker = ">=4.0.0"
-redis = {version = "*", optional = true, markers = "extra == \"redis\""}
+docker = "*"
+python-dotenv = "*"
+redis = {version = "*", optional = true, markers = "extra == \"generic\" or extra == \"redis\""}
+typing-extensions = "*"
+urllib3 = "*"
 wrapt = "*"
 
 [package.extras]
-arangodb = ["python-arango"]
-azurite = ["azure-storage-blob"]
+arangodb = ["python-arango (>=7.8,<8.0)"]
+aws = ["boto3", "httpx"]
+azurite = ["azure-storage-blob (>=12.19,<13.0)"]
+chroma = ["chromadb-client"]
 clickhouse = ["clickhouse-driver"]
-docker-compose = ["docker-compose"]
-google-cloud-pubsub = ["google-cloud-pubsub (<2)"]
-kafka = ["kafka-python"]
+cosmosdb = ["azure-cosmos"]
+db2 = ["ibm_db_sa", "sqlalchemy"]
+generic = ["httpx", "redis"]
+google = ["google-cloud-datastore (>=2)", "google-cloud-pubsub (>=2)"]
+influxdb = ["influxdb", "influxdb-client"]
+k3s = ["kubernetes", "pyyaml"]
 keycloak = ["python-keycloak"]
-mongo = ["pymongo"]
-mssqlserver = ["pymssql"]
-mysql = ["pymysql", "sqlalchemy"]
+localstack = ["boto3"]
+mailpit = ["cryptography"]
+minio = ["minio"]
+mongodb = ["pymongo"]
+mssql = ["pymssql", "sqlalchemy"]
+mysql = ["pymysql[rsa]", "sqlalchemy"]
+nats = ["nats-py"]
 neo4j = ["neo4j"]
-oracle = ["cx-Oracle", "sqlalchemy"]
-postgresql = ["psycopg2-binary", "sqlalchemy"]
+opensearch = ["opensearch-py"]
+oracle = ["oracledb", "sqlalchemy"]
+oracle-free = ["oracledb", "sqlalchemy"]
+qdrant = ["qdrant-client"]
 rabbitmq = ["pika"]
 redis = ["redis"]
+registry = ["bcrypt"]
+scylla = ["cassandra-driver (==3.29.1)"]
 selenium = ["selenium"]
+sftp = ["cryptography"]
+test-module-import = ["httpx"]
+trino = ["trino"]
+weaviate = ["weaviate-client (>=4.5.4,<5.0.0)"]
 
 [[package]]
 name = "tomli"
@@ -3920,6 +4112,8 @@ version = "2.2.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version < \"3.11.0\""
 files = [
     {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
     {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"},
@@ -3961,6 +4155,7 @@ version = "2.13.3"
 description = "Run-time type checker for Python"
 optional = false
 python-versions = ">=3.5.3"
+groups = ["dev"]
 files = [
     {file = "typeguard-2.13.3-py3-none-any.whl", hash = "sha256:5e3e3be01e887e7eafae5af63d1f36c849aaa94e3a0112097312aabfa16284f1"},
     {file = "typeguard-2.13.3.tar.gz", hash = "sha256:00edaa8da3a133674796cf5ea87d9f4b4c367d77476e185e80251cc13dfbb8c4"},
@@ -3972,13 +4167,14 @@ test = ["mypy", "pytest", "typing-extensions"]
 
 [[package]]
 name = "types-awscrt"
-version = "0.23.6"
+version = "0.23.8"
 description = "Type annotations and code completion for awscrt"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "types_awscrt-0.23.6-py3-none-any.whl", hash = "sha256:fbf9c221af5607b24bf17f8431217ce8b9a27917139edbc984891eb63fd5a593"},
-    {file = "types_awscrt-0.23.6.tar.gz", hash = "sha256:405bce8c281f9e7c6c92a229225cc0bf10d30729a6a601123213389bd524b8b1"},
+    {file = "types_awscrt-0.23.8-py3-none-any.whl", hash = "sha256:d66b3817565769f5311b7e171a3c48d3dbf8a8f9c22f02686c2f003b6559a2a5"},
+    {file = "types_awscrt-0.23.8.tar.gz", hash = "sha256:2141391a8f4d36cf098406c19d9060b34f13a558c22d4aadac250a0c57d12710"},
 ]
 
 [[package]]
@@ -3987,6 +4183,7 @@ version = "1.16.0.20241221"
 description = "Typing stubs for cffi"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "types_cffi-1.16.0.20241221-py3-none-any.whl", hash = "sha256:e5b76b4211d7a9185f6ab8d06a106d56c7eb80af7cdb8bfcb4186ade10fb112f"},
     {file = "types_cffi-1.16.0.20241221.tar.gz", hash = "sha256:1c96649618f4b6145f58231acb976e0b448be6b847f7ab733dabe62dfbff6591"},
@@ -4001,6 +4198,7 @@ version = "24.1.0.20240722"
 description = "Typing stubs for pyOpenSSL"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "types-pyOpenSSL-24.1.0.20240722.tar.gz", hash = "sha256:47913b4678a01d879f503a12044468221ed8576263c1540dcb0484ca21b08c39"},
     {file = "types_pyOpenSSL-24.1.0.20240722-py3-none-any.whl", hash = "sha256:6a7a5d2ec042537934cfb4c9d4deb0e16c4c6250b09358df1f083682fe6fda54"},
@@ -4016,6 +4214,7 @@ version = "2.9.0.20241206"
 description = "Typing stubs for python-dateutil"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "types_python_dateutil-2.9.0.20241206-py3-none-any.whl", hash = "sha256:e248a4bc70a486d3e3ec84d0dc30eec3a5f979d6e7ee4123ae043eedbb987f53"},
     {file = "types_python_dateutil-2.9.0.20241206.tar.gz", hash = "sha256:18f493414c26ffba692a72369fea7a154c502646301ebfe3d56a04b3767284cb"},
@@ -4027,6 +4226,7 @@ version = "4.6.0.20241004"
 description = "Typing stubs for redis"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "types-redis-4.6.0.20241004.tar.gz", hash = "sha256:5f17d2b3f9091ab75384153bfa276619ffa1cf6a38da60e10d5e6749cc5b902e"},
     {file = "types_redis-4.6.0.20241004-py3-none-any.whl", hash = "sha256:ef5da68cb827e5f606c8f9c0b49eeee4c2669d6d97122f301d3a55dc6a63f6ed"},
@@ -4042,6 +4242,7 @@ version = "2.31.0.6"
 description = "Typing stubs for requests"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "types-requests-2.31.0.6.tar.gz", hash = "sha256:cd74ce3b53c461f1228a9b783929ac73a666658f223e28ed29753771477b3bd0"},
     {file = "types_requests-2.31.0.6-py3-none-any.whl", hash = "sha256:a2db9cb228a81da8348b49ad6db3f5519452dd20a9c1e1a868c83c5fe88fd1a9"},
@@ -4052,13 +4253,14 @@ types-urllib3 = "*"
 
 [[package]]
 name = "types-s3transfer"
-version = "0.10.4"
+version = "0.11.2"
 description = "Type annotations and code completion for s3transfer"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "types_s3transfer-0.10.4-py3-none-any.whl", hash = "sha256:22ac1aabc98f9d7f2928eb3fb4d5c02bf7435687f0913345a97dd3b84d0c217d"},
-    {file = "types_s3transfer-0.10.4.tar.gz", hash = "sha256:03123477e3064c81efe712bf9d372c7c72f2790711431f9baa59cf96ea607267"},
+    {file = "types_s3transfer-0.11.2-py3-none-any.whl", hash = "sha256:09c31cff8c79a433fcf703b840b66d1f694a6c70c410ef52015dd4fe07ee0ae2"},
+    {file = "types_s3transfer-0.11.2.tar.gz", hash = "sha256:3ccb8b90b14434af2fb0d6c08500596d93f3a83fb804a2bb843d9bf4f7c2ca60"},
 ]
 
 [[package]]
@@ -4067,6 +4269,7 @@ version = "75.8.0.20250110"
 description = "Typing stubs for setuptools"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "types_setuptools-75.8.0.20250110-py3-none-any.whl", hash = "sha256:a9f12980bbf9bcdc23ecd80755789085bad6bfce4060c2275bc2b4ca9f2bc480"},
     {file = "types_setuptools-75.8.0.20250110.tar.gz", hash = "sha256:96f7ec8bbd6e0a54ea180d66ad68ad7a1d7954e7281a710ea2de75e355545271"},
@@ -4078,6 +4281,7 @@ version = "1.26.25.14"
 description = "Typing stubs for urllib3"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "types-urllib3-1.26.25.14.tar.gz", hash = "sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f"},
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 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
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 description = "Ultra fast JSON encoder and decoder for Python"
 optional = true
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"datadog\""
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 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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 description = "Flexible version handling"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
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 [[package]]
 name = "virtualenv"
-version = "20.28.1"
+version = "20.29.1"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
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 [package.dependencies]
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 [[package]]
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+version = "6.0.0"
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 ]
 
 [package.extras]
@@ -4280,84 +4486,93 @@ watchmedo = ["PyYAML (>=3.10)"]
 
 [[package]]
 name = "wrapt"
-version = "1.17.1"
+version = "1.17.2"
 description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.8"
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 [[package]]
 name = "xenon"
@@ -4365,6 +4580,7 @@ version = "0.9.3"
 description = "Monitor code metrics for Python on your CI server"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
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 description = "Makes working with XML feel like you are working with JSON"
 optional = true
 python-versions = ">=3.6"
+groups = ["main"]
+markers = "extra == \"datadog\""
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+version = "3.21.0"
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diff --git a/pyproject.toml b/pyproject.toml
index b9c91d969b1..66adab81eff 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "aws_lambda_powertools"
-version = "3.4.1a10"
+version = "3.5.0"
 description = "Powertools for AWS Lambda (Python) is a developer toolkit to implement Serverless best practices and increase developer velocity."
 authors = ["Amazon Web Services"]
 include = ["aws_lambda_powertools/py.typed", "THIRD-PARTY-LICENSES"]
@@ -9,7 +9,6 @@ classifiers = [
   "Intended Audience :: Developers",
   "License :: OSI Approved :: MIT No Attribution License (MIT-0)",
   "Natural Language :: English",
-  "Programming Language :: Python :: 3.8",
   "Programming Language :: Python :: 3.9",
   "Programming Language :: Python :: 3.10",
   "Programming Language :: Python :: 3.11",
@@ -39,7 +38,7 @@ license = "MIT"
 "Releases" = "https://github.com/aws-powertools/powertools-lambda-python/releases"
 
 [tool.poetry.dependencies]
-python = ">=3.8,<4.0.0"
+python = ">=3.9,<4.0.0"
 
 # Required libraries installed by default
 jmespath = "^1.0.1"
@@ -56,72 +55,70 @@ datadog-lambda = { version = ">=4.77,<7.0", optional = true }
 aws-encryption-sdk = { version = ">=3.1.1,<5.0.0", optional = true }
 jsonpath-ng = { version = "^1.6.0", optional = true }
 
-[tool.poetry.dev-dependencies]
+
+[tool.poetry.extras]
+parser = ["pydantic"]
+validation = ["fastjsonschema"]
+tracer = ["aws-xray-sdk"]
+redis = ["redis"]
+all = [
+  "pydantic",
+  "pydantic-settings",
+  "aws-xray-sdk",
+  "fastjsonschema",
+  "aws-encryption-sdk",
+  "jsonpath-ng"
+]
+# allow customers to run code locally without emulators (SAM CLI, etc.)
+aws-sdk = ["boto3"]
+datadog = ["datadog-lambda"]
+datamasking = ["aws-encryption-sdk", "jsonpath-ng"]
+
+[tool.poetry.group.dev.dependencies]
 coverage = { extras = ["toml"], version = "^7.6" }
 pytest = "^8.3.4"
 black = "^24.8"
 boto3 = "^1.26.164"
 isort = "^5.13.2"
-pytest-cov = "^5.0.0"
+pytest-cov = ">=5,<7"
 pytest-mock = "^3.14.0"
 pdoc3 = "^0.11.0"
-pytest-asyncio = "^0.24.0"
+pytest-asyncio = ">=0.24,<0.26"
 bandit = "^1.7.10"
 radon = "^6.0.1"
 xenon = "^0.9.3"
 mkdocs-git-revision-date-plugin = "^0.3.2"
 mike = "^2.1.2"
 pytest-xdist = "^3.6.1"
-aws-cdk-lib = "^2.175.1"
+aws-cdk-lib = "^2.176.0"
 "aws-cdk.aws-apigatewayv2-alpha" = "^2.38.1-alpha.0"
 "aws-cdk.aws-apigatewayv2-integrations-alpha" = "^2.38.1-alpha.0"
 "aws-cdk.aws-apigatewayv2-authorizers-alpha" = "^2.38.1-alpha.0"
-"aws-cdk.aws-lambda-python-alpha" = "^2.174.1a0"
+"aws-cdk.aws-lambda-python-alpha" = "^2.176.0a0"
 "cdklabs.generative-ai-cdk-constructs" = "^0.1.289"
-pytest-benchmark = "^4.0.0"
+pytest-benchmark = ">=4,<6"
 types-requests = "^2.31.0"
 typing-extensions = "^4.12.2"
-mkdocs-material = "^9.5.49"
+mkdocs-material = "^9.5.50"
 filelock = "^3.16.0"
 dirhash = "^0.5.0"
-mypy-boto3-appconfigdata = "^1.35.93"
+mypy-boto3-appconfigdata = "^1.36.0"
 ijson = "^3.3.0"
-typed-ast = { version = "^1.5.5", python = "< 3.8" }
 hvac = "^2.3.0"
 aws-requests-auth = "^0.4.3"
 urllib3 = "<2"
 requests = ">=2.32.0"
-
-[tool.poetry.extras]
-parser = ["pydantic"]
-validation = ["fastjsonschema"]
-tracer = ["aws-xray-sdk"]
-redis = ["redis"]
-all = [
-  "pydantic",
-  "pydantic-settings",
-  "aws-xray-sdk",
-  "fastjsonschema",
-  "aws-encryption-sdk",
-  "jsonpath-ng"
-]
-# allow customers to run code locally without emulators (SAM CLI, etc.)
-aws-sdk = ["boto3"]
-datadog = ["datadog-lambda"]
-datamasking = ["aws-encryption-sdk", "jsonpath-ng"]
-
-[tool.poetry.group.dev.dependencies]
-cfn-lint = "1.22.4"
+cfn-lint = "1.22.7"
 mypy = "^1.1.1"
 types-python-dateutil = "^2.8.19.6"
 aws-cdk-aws-appsync-alpha = "^2.59.0a0"
 httpx = ">=0.23.3,<0.29.0"
 sentry-sdk = ">=1.22.2,<3.0.0"
-ruff = ">=0.5.1,<0.9.2"
+ruff = ">=0.5.1,<0.9.4"
 retry2 = "^0.9.5"
 pytest-socket = ">=0.6,<0.8"
 types-redis = "^4.6.0.7"
-testcontainers = { extras = ["redis"], version = "^3.7.1" }
+testcontainers = { extras = ["redis"], version = ">=3.7.1,<5.0.0" }
 multiprocess = "^0.70.16"
 boto3-stubs = {extras = ["appconfig", "appconfigdata", "cloudformation", "cloudwatch", "dynamodb", "lambda", "logs", "s3", "secretsmanager", "ssm", "xray"], version = "^1.34.139"}
 nox = "^2024.4.15"
@@ -137,6 +134,9 @@ omit = [
 ]
 branch = true
 
+[tool.poetry.requires-plugins]
+poetry-plugin-export = "^1.9.0"
+
 [tool.coverage.html]
 directory = "test_report"
 title = "Powertools for AWS Lambda (Python) Test Coverage"
diff --git a/tests/e2e/event_handler/handlers/openapi_handler_with_pep563.py b/tests/e2e/event_handler/handlers/openapi_handler_with_pep563.py
new file mode 100644
index 00000000000..a6f0ba29a8b
--- /dev/null
+++ b/tests/e2e/event_handler/handlers/openapi_handler_with_pep563.py
@@ -0,0 +1,36 @@
+from __future__ import annotations
+
+from pydantic import BaseModel, Field
+
+from aws_lambda_powertools.event_handler import (
+    APIGatewayRestResolver,
+)
+
+
+class Todo(BaseModel):
+    id: int = Field(examples=[1])
+    title: str = Field(examples=["Example 1"])
+    priority: float = Field(examples=[0.5])
+    completed: bool = Field(examples=[True])
+
+
+app = APIGatewayRestResolver(enable_validation=True)
+
+
+@app.get("/openapi_schema_with_pep563")
+def openapi_schema():
+    return app.get_openapi_json_schema(
+        title="Powertools e2e API",
+        version="1.0.0",
+        description="This is a sample Powertools e2e API",
+        openapi_extensions={"x-amazon-apigateway-gateway-responses": {"DEFAULT_4XX"}},
+    )
+
+
+@app.get("/")
+def handler() -> Todo:
+    return Todo(id=0, title="", priority=0.0, completed=False)
+
+
+def lambda_handler(event, context):
+    return app.resolve(event, context)
diff --git a/tests/e2e/event_handler/infrastructure.py b/tests/e2e/event_handler/infrastructure.py
index 9d7dbc46c40..142034e89b2 100644
--- a/tests/e2e/event_handler/infrastructure.py
+++ b/tests/e2e/event_handler/infrastructure.py
@@ -18,7 +18,13 @@ def create_resources(self):
         functions = self.create_lambda_functions(function_props={"timeout": Duration.seconds(10)})
 
         self._create_alb(function=[functions["AlbHandler"], functions["AlbHandlerWithBodyNone"]])
-        self._create_api_gateway_rest(function=[functions["ApiGatewayRestHandler"], functions["OpenapiHandler"]])
+        self._create_api_gateway_rest(
+            function=[
+                functions["ApiGatewayRestHandler"],
+                functions["OpenapiHandler"],
+                functions["OpenapiHandlerWithPep563"],
+            ],
+        )
         self._create_api_gateway_http(function=functions["ApiGatewayHttpHandler"])
         self._create_lambda_function_url(function=functions["LambdaFunctionUrlHandler"])
 
@@ -92,6 +98,9 @@ def _create_api_gateway_rest(self, function: List[Function]):
         openapi_schema = apigw.root.add_resource("openapi_schema")
         openapi_schema.add_method("GET", apigwv1.LambdaIntegration(function[1], proxy=True))
 
+        openapi_schema = apigw.root.add_resource("openapi_schema_with_pep563")
+        openapi_schema.add_method("GET", apigwv1.LambdaIntegration(function[2], proxy=True))
+
         CfnOutput(self.stack, "APIGatewayRestUrl", value=apigw.url)
 
     def _create_lambda_function_url(self, function: Function):
diff --git a/tests/e2e/event_handler/test_openapi.py b/tests/e2e/event_handler/test_openapi.py
index d69c3b142b2..3a8d6b3c008 100644
--- a/tests/e2e/event_handler/test_openapi.py
+++ b/tests/e2e/event_handler/test_openapi.py
@@ -25,3 +25,20 @@ def test_get_openapi_schema(apigw_rest_endpoint):
     assert "Powertools e2e API" in response.text
     assert "x-amazon-apigateway-gateway-responses" in response.text
     assert response.status_code == 200
+
+
+def test_get_openapi_schema_with_pep563(apigw_rest_endpoint):
+    # GIVEN
+    url = f"{apigw_rest_endpoint}openapi_schema_with_pep563"
+
+    # WHEN
+    response = data_fetcher.get_http_response(
+        Request(
+            method="GET",
+            url=url,
+        ),
+    )
+
+    assert "Powertools e2e API" in response.text
+    assert "x-amazon-apigateway-gateway-responses" in response.text
+    assert response.status_code == 200
diff --git a/tests/e2e/utils/infrastructure.py b/tests/e2e/utils/infrastructure.py
index a78ba1884e8..85bfd9fd41c 100644
--- a/tests/e2e/utils/infrastructure.py
+++ b/tests/e2e/utils/infrastructure.py
@@ -113,7 +113,6 @@ def create_lambda_functions(
             "aws-lambda-powertools-e2e-test",
             layer_version_name="aws-lambda-powertools-e2e-test",
             compatible_runtimes=[
-                Runtime.PYTHON_3_8,
                 Runtime.PYTHON_3_9,
                 Runtime.PYTHON_3_10,
                 Runtime.PYTHON_3_11,
@@ -250,9 +249,7 @@ def _create_temp_cdk_app(self):
     def _determine_runtime_version(self) -> Runtime:
         """Determine Python runtime version based on the current Python interpreter"""
         version = sys.version_info
-        if version.major == 3 and version.minor == 8:
-            return Runtime.PYTHON_3_8
-        elif version.major == 3 and version.minor == 9:
+        if version.major == 3 and version.minor == 9:
             return Runtime.PYTHON_3_9
         elif version.major == 3 and version.minor == 10:
             return Runtime.PYTHON_3_10
diff --git a/tests/events/transferFamilyAuthorizer.json b/tests/events/transferFamilyAuthorizer.json
new file mode 100644
index 00000000000..867c1f65209
--- /dev/null
+++ b/tests/events/transferFamilyAuthorizer.json
@@ -0,0 +1,7 @@
+{
+  "username": "value",
+  "password": "value",
+  "protocol": "SFTP",
+  "serverId": "s-abcd123456",
+  "sourceIp": "192.168.0.100"
+}
diff --git a/tests/functional/event_handler/_pydantic/test_openapi_with_pep563.py b/tests/functional/event_handler/_pydantic/test_openapi_with_pep563.py
new file mode 100644
index 00000000000..1855aef45e2
--- /dev/null
+++ b/tests/functional/event_handler/_pydantic/test_openapi_with_pep563.py
@@ -0,0 +1,120 @@
+from __future__ import annotations
+
+from pydantic import BaseModel, Field
+from typing_extensions import Annotated
+
+from aws_lambda_powertools.event_handler.api_gateway import APIGatewayRestResolver
+from aws_lambda_powertools.event_handler.openapi.models import (
+    ParameterInType,
+    Schema,
+)
+from aws_lambda_powertools.event_handler.openapi.params import (
+    Body,
+    Query,
+)
+
+JSON_CONTENT_TYPE = "application/json"
+
+
+class Todo(BaseModel):
+    id: int = Field(examples=[1])
+    title: str = Field(examples=["Example 1"])
+    priority: float = Field(examples=[0.5])
+    completed: bool = Field(examples=[True])
+
+
+def test_openapi_with_pep563_and_input_model():
+    app = APIGatewayRestResolver()
+
+    @app.get("/users", summary="Get Users", operation_id="GetUsers", description="Get paginated users", tags=["Users"])
+    def handler(
+        count: Annotated[
+            int,
+            Query(gt=0, lt=100, examples=["Example 1"]),
+        ] = 1,
+    ):
+        print(count)
+        raise NotImplementedError()
+
+    schema = app.get_openapi_schema()
+
+    get = schema.paths["/users"].get
+    assert len(get.parameters) == 1
+    assert get.summary == "Get Users"
+    assert get.operationId == "GetUsers"
+    assert get.description == "Get paginated users"
+    assert get.tags == ["Users"]
+
+    parameter = get.parameters[0]
+    assert parameter.required is False
+    assert parameter.name == "count"
+    assert parameter.in_ == ParameterInType.query
+    assert parameter.schema_.type == "integer"
+    assert parameter.schema_.default == 1
+    assert parameter.schema_.title == "Count"
+    assert parameter.schema_.exclusiveMinimum == 0
+    assert parameter.schema_.exclusiveMaximum == 100
+    assert len(parameter.schema_.examples) == 1
+    assert parameter.schema_.examples[0] == "Example 1"
+
+
+def test_openapi_with_pep563_and_output_model():
+
+    app = APIGatewayRestResolver()
+
+    @app.get("/")
+    def handler() -> Todo:
+        return Todo(id=0, title="", priority=0.0, completed=False)
+
+    schema = app.get_openapi_schema()
+    assert "Todo" in schema.components.schemas
+    todo_schema = schema.components.schemas["Todo"]
+    assert isinstance(todo_schema, Schema)
+
+    assert "id" in todo_schema.properties
+    id_property = todo_schema.properties["id"]
+    assert id_property.examples == [1]
+
+    assert "title" in todo_schema.properties
+    title_property = todo_schema.properties["title"]
+    assert title_property.examples == ["Example 1"]
+
+    assert "priority" in todo_schema.properties
+    priority_property = todo_schema.properties["priority"]
+    assert priority_property.examples == [0.5]
+
+    assert "completed" in todo_schema.properties
+    completed_property = todo_schema.properties["completed"]
+    assert completed_property.examples == [True]
+
+
+def test_openapi_with_pep563_and_annotated_body():
+
+    app = APIGatewayRestResolver()
+
+    @app.post("/todo")
+    def create_todo(
+        todo_create_request: Annotated[Todo, Body(title="New Todo")],
+    ) -> dict:
+        return {"message": f"Created todo {todo_create_request.title}"}
+
+    schema = app.get_openapi_schema()
+    assert "Todo" in schema.components.schemas
+    todo_schema = schema.components.schemas["Todo"]
+    assert isinstance(todo_schema, Schema)
+
+    assert "id" in todo_schema.properties
+    id_property = todo_schema.properties["id"]
+    assert id_property.examples == [1]
+
+    assert "title" in todo_schema.properties
+    title_property = todo_schema.properties["title"]
+    assert title_property.examples == ["Example 1"]
+
+    assert "priority" in todo_schema.properties
+    priority_property = todo_schema.properties["priority"]
+    assert priority_property.examples == [0.5]
+
+    assert "completed" in todo_schema.properties
+    completed_property = todo_schema.properties["completed"]
+    assert completed_property.examples == [True]
diff --git a/tests/functional/idempotency/_boto3/test_idempotency.py b/tests/functional/idempotency/_boto3/test_idempotency.py
index f2214e2fd65..f92fb639350 100644
--- a/tests/functional/idempotency/_boto3/test_idempotency.py
+++ b/tests/functional/idempotency/_boto3/test_idempotency.py
@@ -1,4 +1,5 @@
 import copy
+import dataclasses
 import datetime
 import warnings
 from typing import Any, Optional
@@ -59,13 +60,6 @@
 TESTS_MODULE_PREFIX = "test-func.tests.functional.idempotency._boto3.test_idempotency"
 
 
-def get_dataclasses_lib():
-    """Python 3.6 doesn't support dataclasses natively"""
-    import dataclasses
-
-    return dataclasses
-
-
 # Using parametrize to run test twice, with two separate instances of persistence store. One instance with caching
 # enabled, and one without.
 @pytest.mark.parametrize("idempotency_config", [{"use_local_cache": False}, {"use_local_cache": True}], indirect=True)
@@ -1313,7 +1307,6 @@ def record_handler(record):
 @pytest.mark.parametrize("output_serializer_type", ["explicit", "deduced"])
 def test_idempotent_function_serialization_dataclass(output_serializer_type: str):
     # GIVEN
-    dataclasses = get_dataclasses_lib()
     config = IdempotencyConfig(use_local_cache=True)
     mock_event = {"customer_id": "fake", "transaction_id": "fake-id"}
     idempotency_key = f"{TESTS_MODULE_PREFIX}.test_idempotent_function_serialization_dataclass.<locals>.collect_payment#{hash_idempotency_key(mock_event)}"  # noqa E501
@@ -1359,7 +1352,6 @@ def collect_payment(payment: PaymentInput) -> PaymentOutput:
 
 def test_idempotent_function_serialization_dataclass_failure_no_return_type():
     # GIVEN
-    dataclasses = get_dataclasses_lib()
     config = IdempotencyConfig(use_local_cache=True)
     mock_event = {"customer_id": "fake", "transaction_id": "fake-id"}
     idempotency_key = f"{TESTS_MODULE_PREFIX}.test_idempotent_function_serialization_pydantic_failure_no_return_type.<locals>.collect_payment#{hash_idempotency_key(mock_event)}"  # noqa E501
@@ -1655,7 +1647,6 @@ def test_invalid_dynamodb_persistence_layer():
 
 def test_idempotent_function_dataclasses():
     # Scenario _prepare_data should convert a python dataclasses to a dict
-    dataclasses = get_dataclasses_lib()
 
     @dataclasses.dataclass
     class Foo:
@@ -1670,7 +1661,6 @@ class Foo:
 
 def test_idempotent_function_dataclass_with_jmespath():
     # GIVEN
-    dataclasses = get_dataclasses_lib()
     config = IdempotencyConfig(event_key_jmespath="transaction_id", use_local_cache=True)
     mock_event = {"customer_id": "fake", "transaction_id": "fake-id"}
     idempotency_key = f"{TESTS_MODULE_PREFIX}.test_idempotent_function_dataclass_with_jmespath.<locals>.collect_payment#{hash_idempotency_key(mock_event['transaction_id'])}"  # noqa E501
@@ -2019,7 +2009,6 @@ def lambda_handler(event, context):
 @pytest.mark.parametrize("output_serializer_type", ["explicit", "deduced"])
 def test_idempotent_function_serialization_dataclass_with_optional_return(output_serializer_type: str):
     # GIVEN
-    dataclasses = get_dataclasses_lib()
     config = IdempotencyConfig(use_local_cache=True)
     mock_event = {"customer_id": "fake", "transaction_id": "fake-id"}
     idempotency_key = f"{TESTS_MODULE_PREFIX}.test_idempotent_function_serialization_dataclass_with_optional_return.<locals>.collect_payment#{hash_idempotency_key(mock_event)}"  # noqa E501
@@ -2061,3 +2050,41 @@ def collect_payment(payment: PaymentInput) -> Optional[PaymentOutput]:
     assert isinstance(second_call, PaymentOutput)
     assert second_call.customer_id == payment.customer_id
     assert second_call.transaction_id == payment.transaction_id
+
+
+def test_idempotent_function_with_custom_prefix_standalone_function():
+    # Scenario to validate we can use idempotent_function with any function
+    mock_event = {"data": "value"}
+    idempotency_key = f"my-custom-prefix#{hash_idempotency_key(mock_event)}"
+    persistence_layer = MockPersistenceLayer(expected_idempotency_key=idempotency_key)
+    expected_result = {"message": "Foo"}
+
+    @idempotent_function(
+        persistence_store=persistence_layer,
+        data_keyword_argument="record",
+        key_prefix="my-custom-prefix",
+    )
+    def record_handler(record):
+        return expected_result
+
+    # WHEN calling the function
+    result = record_handler(record=mock_event)
+    # THEN we expect the function to execute successfully
+    assert result == expected_result
+
+
+def test_idempotent_function_with_custom_prefix_lambda_handler(lambda_context):
+    # Scenario to validate we can use idempotent_function with any function
+    mock_event = {"data": "value"}
+    idempotency_key = f"my-custom-prefix#{hash_idempotency_key(mock_event)}"
+    persistence_layer = MockPersistenceLayer(expected_idempotency_key=idempotency_key)
+    expected_result = {"message": "Foo"}
+
+    @idempotent(persistence_store=persistence_layer, key_prefix="my-custom-prefix")
+    def lambda_handler(record, context):
+        return expected_result
+
+    # WHEN calling the function
+    result = lambda_handler(mock_event, lambda_context)
+    # THEN we expect the function to execute successfully
+    assert result == expected_result
diff --git a/tests/functional/logger/required_dependencies/test_logger.py b/tests/functional/logger/required_dependencies/test_logger.py
index e86dba27eb6..70f08f1bbdd 100644
--- a/tests/functional/logger/required_dependencies/test_logger.py
+++ b/tests/functional/logger/required_dependencies/test_logger.py
@@ -1114,3 +1114,106 @@ def test_logger_json_unicode(stdout, service_name):
 
     assert log["message"] == non_ascii_chars
     assert log[japanese_field] == japanese_string
+
+
+def test_append_context_keys_adds_and_removes_keys(stdout, service_name):
+    # GIVEN a Logger is initialized
+    logger = Logger(service=service_name, stream=stdout)
+    test_keys = {"user_id": "123", "operation": "test"}
+
+    # WHEN context keys are added
+    with logger.append_context_keys(**test_keys):
+        logger.info("message with context keys")
+    logger.info("message without context keys")
+
+    # THEN context keys should only be present in the first log statement
+    with_context_log, without_context_log = capture_multiple_logging_statements_output(stdout)
+
+    assert "user_id" in with_context_log
+    assert test_keys["user_id"] == with_context_log["user_id"]
+    assert "user_id" not in without_context_log
+
+
+def test_append_context_keys_handles_empty_dict(stdout, service_name):
+    # GIVEN a Logger is initialized
+    logger = Logger(service=service_name, stream=stdout)
+
+    # WHEN context is added with no keys
+    with logger.append_context_keys():
+        logger.info("message with empty context")
+
+    # THEN log should contain only default keys
+    log_output = capture_logging_output(stdout)
+    assert set(log_output.keys()) == {"service", "timestamp", "level", "message", "location"}
+
+
+def test_append_context_keys_handles_exception(stdout, service_name):
+    # GIVEN a Logger is initialized
+    logger = Logger(service=service_name, stream=stdout)
+    test_user_id = "128"
+
+    # WHEN an exception occurs within the context
+    exception_raised = False
+    try:
+        with logger.append_context_keys(user_id=test_user_id):
+            logger.info("message before exception")
+            raise ValueError("Test exception")
+    except ValueError:
+        exception_raised = True
+        logger.info("message after exception")
+
+    # THEN verify the exception was raised and handled
+    assert exception_raised, "Expected ValueError to be raised"
+
+
+def test_append_context_keys_nested_contexts(stdout, service_name):
+    # GIVEN a Logger is initialized
+    logger = Logger(service=service_name, stream=stdout)
+
+    # WHEN nested contexts are used
+    with logger.append_context_keys(level1="outer"):
+        logger.info("outer context message")
+        with logger.append_context_keys(level2="inner"):
+            logger.info("nested context message")
+        logger.info("back to outer context message")
+    logger.info("no context message")
+
+    # THEN logs should contain appropriate context keys
+    outer, nested, back_outer, no_context = capture_multiple_logging_statements_output(stdout)
+
+    assert outer["level1"] == "outer"
+    assert "level2" not in outer
+
+    assert nested["level1"] == "outer"
+    assert nested["level2"] == "inner"
+
+    assert back_outer["level1"] == "outer"
+    assert "level2" not in back_outer
+
+    assert "level1" not in no_context
+    assert "level2" not in no_context
+
+
+def test_append_context_keys_with_formatter(stdout, service_name):
+    # GIVEN a Logger is initialized with a custom formatter
+    class CustomFormatter(BasePowertoolsFormatter):
+        def append_keys(self, **additional_keys):
+            pass
+
+        def clear_state(self) -> None:
+            pass
+
+        def remove_keys(self, keys: Iterable[str]) -> None:
+            pass
+
+    custom_formatter = CustomFormatter()
+    logger = Logger(service=service_name, stream=stdout, logger_formatter=custom_formatter)
+    test_keys = {"request_id": "id", "context": "value"}
+
+    # WHEN context keys are added
+    with logger.append_context_keys(**test_keys):
+        logger.info("message with context")
+
+    # THEN the context keys should not persist
+    current_keys = logger.get_current_keys()
+    assert current_keys == {}
diff --git a/tests/unit/data_classes/required_dependencies/test_transfer_family_event.py b/tests/unit/data_classes/required_dependencies/test_transfer_family_event.py
new file mode 100644
index 00000000000..9a74c0398f9
--- /dev/null
+++ b/tests/unit/data_classes/required_dependencies/test_transfer_family_event.py
@@ -0,0 +1,142 @@
+import pytest
+
+from aws_lambda_powertools.utilities.data_classes.transfer_family_event import (
+    TransferFamilyAuthorizer,
+    TransferFamilyAuthorizerResponse,
+)
+from tests.functional.utils import load_event
+
+
+def test_transfer_family_authorizer_event():
+    raw_event = load_event("transferFamilyAuthorizer.json")
+    parsed_event = TransferFamilyAuthorizer(raw_event)
+
+    assert parsed_event.username == raw_event["username"]
+    assert parsed_event.password == raw_event["password"]
+    assert parsed_event.protocol == raw_event["protocol"]
+    assert parsed_event.server_id == raw_event["serverId"]
+    assert parsed_event.source_ip == raw_event["sourceIp"]
+
+
+@pytest.mark.parametrize("home_directory_type", ["LOGICAL", "PATH"])
+def test_build_authentication_response_s3(home_directory_type):
+
+    # GIVEN a Authorizer response
+    response = TransferFamilyAuthorizerResponse()
+
+    role_arn = "arn:aws:iam::123456789012:role/S3Access"
+    policy = '{"Version": "2012-10-17", "Statement": [{"Effect": "Allow", "Action": "s3:*", "Resource": "*"}]}'
+    home_directory = "/bucket/user" if home_directory_type == "PATH" else None
+    home_directory_details = (
+        {"Entry": "/", "Target": "/bucket/${transfer:UserName}"} if home_directory_type == "LOGICAL" else None
+    )
+    public_keys = "ssh-rsa AAAAB3NzaC1yc2EAAAADAQABAAABAQC0g+Z"
+
+    # WHEN building an authentication response for S3 with different home directory types
+    response = response.build_authentication_response_s3(
+        role_arn=role_arn,
+        policy=policy,
+        home_directory=home_directory,
+        home_directory_details=home_directory_details,
+        home_directory_type=home_directory_type,
+        public_keys=public_keys,
+    )
+
+    # THEN the authentication response is correctly built
+    assert isinstance(response, dict)
+    assert response.get("Role") == role_arn
+    assert response.get("Policy") == policy
+    assert response.get("PublicKeys") == public_keys
+
+    if home_directory_type == "PATH":
+        assert response.get("HomeDirectory") == home_directory
+        assert "HomeDirectoryDetails" not in response
+    else:
+        assert response.get("HomeDirectoryDetails") == [home_directory_details]
+        assert "HomeDirectory" not in response
+
+
+@pytest.mark.parametrize("home_directory_type", ["LOGICAL", "PATH"])
+def test_build_authentication_response_efs(home_directory_type):
+
+    # GIVEN a Authorizer response
+    response = TransferFamilyAuthorizerResponse()
+
+    role_arn = "arn:aws:iam::123456789012:role/S3Access"
+    home_directory = "/bucket/user" if home_directory_type == "PATH" else None
+    home_directory_details = (
+        {"Entry": "/", "Target": "/bucket/${transfer:UserName}"} if home_directory_type == "LOGICAL" else None
+    )
+
+    # WHEN building an authentication response for EFS with different home directory types
+    response = response.build_authentication_response_efs(
+        role_arn=role_arn,
+        home_directory=home_directory,
+        home_directory_details=home_directory_details,
+        home_directory_type=home_directory_type,
+        user_gid=0,
+        user_uid=0,
+    )
+
+    # THEN the authentication response is correctly built
+    assert isinstance(response, dict)
+    assert response.get("Role") == role_arn
+
+    if home_directory_type == "PATH":
+        assert response.get("HomeDirectory") == home_directory
+        assert "HomeDirectoryDetails" not in response
+    else:
+        assert response.get("HomeDirectoryDetails") == [home_directory_details]
+        assert "HomeDirectory" not in response
+
+
+def test_build_authentication_missing_home_directory():
+
+    # GIVEN a Authorizer response
+    response = TransferFamilyAuthorizerResponse()
+
+    # WHEN home_directory_details is empty and type is LOGICAL
+    role_arn = "arn:aws:iam::123456789012:role/S3Access"
+    home_directory_details = {}
+    home_directory_type = "LOGICAL"
+
+    # THEN must raise an exception
+    with pytest.raises(ValueError):
+        response = response.build_authentication_response_efs(
+            role_arn=role_arn,
+            home_directory_details=home_directory_details,
+            home_directory_type=home_directory_type,
+            user_gid=0,
+            user_uid=0,
+        )
+
+
+def test_build_authentication_response_invalid_type():
+    # GIVEN a Authorizer response
+    response = TransferFamilyAuthorizerResponse()
+
+    # WHEN set an invalid home_directory_type
+    invalid_type = "INVALID"
+
+    # THEN must raise an exception
+    with pytest.raises(ValueError):
+        response.build_authentication_response_s3(
+            role_arn="arn:aws:iam::123456789012:role/S3Access",
+            home_directory_type=invalid_type,
+        )
+
+
+def test_build_authentication_response_missing_required_params():
+    # GIVEN a Authorizer response
+    response = TransferFamilyAuthorizerResponse()
+
+    # WHEN set a PATH without home_directory
+    home_directory_type = "PATH"
+
+    # THEN must raise an exception
+    with pytest.raises(ValueError):
+        response.build_authentication_response_s3(
+            role_arn="arn:aws:iam::123456789012:role/S3Access",
+            home_directory_type=home_directory_type,
+            # Missing required home_directory for PATH type
+        )
diff --git a/tests/unit/parser/_pydantic/test_apigwv2.py b/tests/unit/parser/_pydantic/test_apigwv2.py
index cec9e05bccd..ddb849bb68a 100644
--- a/tests/unit/parser/_pydantic/test_apigwv2.py
+++ b/tests/unit/parser/_pydantic/test_apigwv2.py
@@ -130,3 +130,12 @@ def test_apigw_v2_request_authorizer():
     assert parsed_event.type == raw_event["type"]
     assert parsed_event.identitySource == raw_event["identitySource"]
     assert parsed_event.routeArn == raw_event["routeArn"]
+
+
+def test_apigw_v2_request_authorizer_without_identity_source():
+    raw_event = load_event("apiGatewayAuthorizerV2Event.json")
+    raw_event["identitySource"] = None
+
+    parsed_event: ApiGatewayAuthorizerRequestV2 = ApiGatewayAuthorizerRequestV2(**raw_event)
+
+    assert parsed_event.identitySource == raw_event["identitySource"]
diff --git a/tests/unit/parser/_pydantic/test_transfer_family.py b/tests/unit/parser/_pydantic/test_transfer_family.py
new file mode 100644
index 00000000000..b5e0252ffea
--- /dev/null
+++ b/tests/unit/parser/_pydantic/test_transfer_family.py
@@ -0,0 +1,25 @@
+from aws_lambda_powertools.utilities.parser.models import TransferFamilyAuthorizer
+from tests.functional.utils import load_event
+
+
+def test_transfer_family_authorizer_model():
+    raw_event = load_event("transferFamilyAuthorizer.json")
+    parsed_event = TransferFamilyAuthorizer(**raw_event)
+
+    assert parsed_event.username == raw_event["username"]
+    assert parsed_event.password == raw_event["password"]
+    assert parsed_event.protocol == raw_event["protocol"]
+    assert parsed_event.server_id == raw_event["serverId"]
+    assert str(parsed_event.source_ip) == raw_event["sourceIp"]
+
+
+def test_transfer_family_authorizer_model_without_password():
+    raw_event = load_event("transferFamilyAuthorizer.json")
+    del raw_event["password"]
+    parsed_event = TransferFamilyAuthorizer(**raw_event)
+
+    assert parsed_event.username == raw_event["username"]
+    assert parsed_event.password is None
+    assert parsed_event.protocol == raw_event["protocol"]
+    assert parsed_event.server_id == raw_event["serverId"]
+    assert str(parsed_event.source_ip) == raw_event["sourceIp"]