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AWS Database Migration Service vs AWS Glue comparison

 
Comparison Buyer's Guide
Executive SummaryUpdated on Nov 2, 2025
Review summaries and opinions
We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 ROI
Sentiment score
4.5
Organizations save up to $150,000 annually using AWS Database Migration Service, offering significant cost savings over legacy tools.
Sentiment score
5.9
Organizations find AWS Glue efficient and cost-effective despite overhead costs, though some consider alternatives due to budget constraints.
I can specify savings of around 40 to 60%.
Delivery Head Data Engineering at BAGIC
I advocate using Glue in such cases.
Data Architect at a financial services firm with 10,001+ employees
 Customer Service
Sentiment score
5.3
AWS Database Migration Service support is inconsistent, with helpful expertise but often involves delays, budget considerations, or repeated exchanges.
Sentiment score
6.5
AWS Glue customer service is praised for responsiveness and effectiveness, with mixed feedback on support speed, costs, and consistency.
When working with AWS GovCloud, we often did not get an answer in time because AWS seemed more focused on the commercial side.
Owner at a outsourcing company with 1,001-5,000 employees
I am happy with the technical support from AWS.
Delivery Head Data Engineering at BAGIC
Upgrades occur every four months, and new developments coincide with version updates.
Principal Consultant at a retailer with 1,001-5,000 employees
For complex Glue-related problems such as job failures or permission issues, their documentation is good, but having direct access to support helps cut down troubleshooting time significantly.
application security engineer at Hyperspace IT India
 Scalability Issues
Sentiment score
6.8
AWS Database Migration Service is scalable and adaptable, but may face compatibility and latency issues with large data sets.
Sentiment score
7.8
AWS Glue is highly scalable and serverless, praised for easy resource management, but needs better parallel computation.
Even if there was a failure, we could catch it and rerun it.
Software architect at Cognizant
AWS's scalable nature involves a human approach, meaning it is not auto-scalable.
Lead Architect at Fracral
While scalability is good, latency exists due to our business nature.
Delivery Head Data Engineering at BAGIC
It is beneficial to upgrade jobs, and we conduct extensive testing in development before migrating to production.
Principal Consultant at a retailer with 1,001-5,000 employees
It can easily handle data from one terabyte to 100 terabytes or more, scaling nicely with larger datasets.
Python AWS & AI Expert at a tech consulting company
 Stability Issues
Sentiment score
7.2
AWS Database Migration Service is reliable and stable, with occasional manual interventions needed for large data volumes or constant migrations.
Sentiment score
7.9
AWS Glue is stable and reliable with minor issues, scaling well, and efficient due to serverless architecture and tool integration.
For DMS version upgrades, we schedule downtime during business hours so that midnight workloads are not interrupted and morning business can run smoothly.
Delivery Head Data Engineering at BAGIC
AWS Glue is highly stable, and I would rate its stability as nine.
Python AWS & AI Expert at a tech consulting company
 Room For Improvement
AWS Database Migration Service needs improved functionality, compatibility, monitoring, and documentation to enhance user experience and platform support.
AWS Glue faces challenges with startup times, interface complexity, language limitations, cost, performance, integration, and multi-cloud compatibility.
DMS works within AWS ecosystem, but they also have to look for third party solutions. Now Snowflake is a bigger player, or Databricks.
Delivery Head Data Engineering at BAGIC
Sometimes, those who implement the service face problems and resolve it, but I may not even know what problems they faced.
Owner at a outsourcing company with 1,001-5,000 employees
Migrating jobs from version 3.0 to 4.0 can present compatibility issues.
Principal Consultant at a retailer with 1,001-5,000 employees
With AWS, I gather data from multiple sources, clean it up, normalize it, de-duplicate it, and make it presentable.
Data Architect at a financial services firm with 10,001+ employees
A more user-friendly and simpler process would help speed up the deployment process.
Python AWS & AI Expert at a tech consulting company
 Setup Cost
AWS Database Migration Service is cost-effective long-term, with pricing varying by usage, migration complexity, and regional differences.
AWS Glue offers flexible, efficient serverless architecture but can be costly and unpredictable, especially for smaller organizations.
Costing depends on resource usage, and cost optimization may involve redesigning jobs for flexibility.
Principal Consultant at a retailer with 1,001-5,000 employees
AWS charges based on runtime, which can be quite pricey.
Data Architect at a financial services firm with 10,001+ employees
The smallest cost for a project is around €700, while the largest can reach up to €7,000 based on the scale of the usage.
Python AWS & AI Expert at a tech consulting company
 Valuable Features
AWS Database Migration Service offers scalable, cost-effective migration with easy administration, real-time synchronization, and high data security.
AWS Glue excels with its easy interface, scalable ETL processing, seamless AWS integration, affordability, and serverless architecture.
AWS offers a way to build jobs that are scalable, expandable for new and current tables, and can be deployed quickly.
Lead Architect at Fracral
You can copy the database at first without impacting your current database, and then use CDC to copy incremental changes.
Owner at a outsourcing company with 1,001-5,000 employees
The scalability option is another valuable feature because AWS provides its own compute behind it, so I can scale up and scale down at any given point.
Delivery Head Data Engineering at BAGIC
For ETL, I feel the performance is excellent. If I create jobs in a standard way, the performance is great, and maintenance is also seamless.
Principal Consultant at a retailer with 1,001-5,000 employees
AWS Glue's most valuable features include its transformation capabilities, which provide data quality and shape for processing in ML or AI models.
Python AWS & AI Expert at a tech consulting company
AWS Glue has reduced efforts by 60%, which is the main benefit.
application security engineer at Hyperspace IT India
 Categories and Ranking
AWS Database Migration Service
Ranking in Cloud Data Integration
2nd
Average Rating
8.0
Reviews Sentiment
6.4
Number of Reviews
34
Ranking in other categories
No ranking in other categories
AWS Glue
Ranking in Cloud Data Integration
1st
Average Rating
7.8
Reviews Sentiment
6.9
Number of Reviews
50
Ranking in other categories
No ranking in other categories
 Mindshare comparison
As of November 2025, in the Cloud Data Integration category, the mindshare of AWS Database Migration Service is 10.0%, down from 14.2% compared to the previous year. The mindshare of AWS Glue is 12.8%, down from 20.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Cloud Data Integration Market Share Distribution
ProductMarket Share (%)
AWS Glue12.8%
AWS Database Migration Service10.0%
Other77.2%
Cloud Data Integration
 Featured Reviews
AG
Delivery Head Data Engineering at BAGIC
Streamlines data migration across platforms with cost-effective and scalable solutions
We have the continuous data integration feature, but it does not work very well in our given ecosystem because we have huge data volume, and it reads from archive log rather than the redo sequence. That is where it lacks, so we are not able to do continuous streaming data injection. The ability to handle heterogeneous migrations for our organization is adequate. I do not see a major value add, or see it as a marquee feature. It is a good tool, but we do not have that sort of uses requirement. In my 10 plus years of experience, I do not see that kind of requirement where I have to replicate it in real time. I leverage AWS CloudWatch for addressing migration issues. The major challenges come across CDC. We have created latency filter and everything, but there is no way to control it. Due to the nature of our business, the transactions increase during month end and year end. My transactions are supposed to increase, my workloads on my core system increases, but my DMS is not able to keep up with them, even if I increase it to a higher side. Improvements could be made in AWS Database Migration Service. Because of that, I am moving out of DMS now to a STRIIM solution. DMS works within AWS ecosystem, but they also have to look for third party solutions. Now Snowflake is a bigger player, or Databricks. Something that could be possible as a connector, whether paid or free, but giving as a connector to that ecosystem as well.
NS
Principal Consultant at a retailer with 1,001-5,000 employees
The solution improves ETL performance but faces challenges with version upgrades
For ETL, I feel the performance is excellent. If I create jobs in a standard way, the performance is great, and maintenance is also seamless. It is serverless, so I do not need to worry about other integrations. It runs on a serverless VM. Glue services from AWS are regularly upgraded with new properties and functions. We use PySpark and other frameworks, which help customize our ETL process in a standard way. During our process, we utilized the typical SQL ITIL process standard in Glue-oriented ETL services, which helped us improve performance and time. AWS running time, mostly during the morning, saved us time compared to the old ETL method. There are many email notifications once a job is successful or fails, and we get notifications using SES or AWS's Simple Notification Service. Glue is integrated with both email alerts, and we are responsible for managing the full data journey from end to end.
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875,455 professionals have used our research since 2012.
 Top Industries
By visitors reading reviews
Financial Services Firm
20%
Computer Software Company
15%
Manufacturing Company
7%
Government
6%
Financial Services Firm
21%
Computer Software Company
12%
Manufacturing Company
8%
Government
6%
 Company Size
By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business8
Midsize Enterprise8
Large Enterprise17
By reviewers
Company SizeCount
Small Business11
Midsize Enterprise6
Large Enterprise32
 Questions from the Community
What resources can you use to learn how to utilize AWS Database Migration Service?
As with all AWS products, you are given very useful documentation with AWS Database Migration Service. Before we started using this product, we went over it and we were able to learn the basics an...
Would you recommend AWS Database Migration Service as a cloud data integration tool?
My current company started using AWS Database Migration Service upon my recommendation, and I continue telling people how good of a product it is. However, users should keep in mind a few things. ...
Is AWS Database Migration Service an affordable solution?
Compared to similar solutions, AWS Database Migration Service falls somewhere in the middle price-wise, at least from my experience. This being said, it is not a very affordable solution, especial...
How do you select the right cloud ETL tool?
AWS Glue and Azure Data factory for ELT best performance cloud services.
How does Talend Open Studio compare with AWS Glue?
We reviewed AWS Glue before choosing Talend Open Studio. AWS Glue is the managed ETL (extract, transform, and load) from Amazon Web Services. AWS Glue enables AWS users to create and manage jobs in...
What are the most common use cases for AWS Glue?
AWS Glue's main use case is for allowing users to discover, prepare, move, and integrate data from multiple sources. The product lets you use this data for analytics, application development, or ma...
 Also Known As
AWS Data Migration Service
No data available
 Overview
 Sample Customers
Veoci, Trimble, Nasdaq, shaadi.com, Hotelbeds, SysAid, Verizon, Expedia, Pega
bp, Cerner, Expedia, Finra, HESS, intuit, Kellog's, Philips, TIME, workday
Find out what your peers are saying about AWS Database Migration Service vs. AWS Glue and other solutions. Updated: November 2025.
875,455 professionals have used our research since 2012.