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AWS Database Migration Service vs StreamSets comparison

 

Comparison Buyer's Guide

Executive Summary

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
8.1
StreamSets speeds up data processing, boosts efficiency and revenue, simplifies tasks, enhances security, and reduces costs significantly.
 

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
6.7
StreamSets support is responsive and knowledgeable, offering effective solutions, though response times and technical handling could improve.
I am happy with the technical support from AWS.
When working with AWS GovCloud, we often did not get an answer in time because AWS seemed more focused on the commercial side.
IBM technical support sometimes transfers tickets between different teams due to shift changes, which can be frustrating.
 

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
7.6
StreamSets is scalable and flexible, favored for cloud use but could improve auto-scaling for large data migrations.
Even if there was a failure, we could catch it and rerun it.
While scalability is good, latency exists due to our business nature.
AWS's scalable nature involves a human approach, meaning it is not auto-scalable.
 

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
7.8
StreamSets is praised for stability and reliability, despite minor memory issues, with high user ratings and market competitiveness.
For DMS version upgrades, we schedule downtime during business hours so that midnight workloads are not interrupted and morning business can run smoothly.
 

Room For Improvement

AWS Database Migration Service needs improved functionality, compatibility, monitoring, and documentation to enhance user experience and platform support.
StreamSets struggles with integration, real-time processing, clarity in UI, memory issues, security, documentation, and cloud storage performance.
DMS works within AWS ecosystem, but they also have to look for third party solutions. Now Snowflake is a bigger player, or Databricks.
Sometimes, those who implement the service face problems and resolve it, but I may not even know what problems they faced.
It would be beneficial if StreamSets addressed any potential memory leak issues to prevent unnecessary upgrades.
 

Setup Cost

AWS Database Migration Service is cost-effective long-term, with pricing varying by usage, migration complexity, and regional differences.
StreamSets provides flexible pricing models, with varied user satisfaction, favoring larger enterprises over smaller companies due to cost.
 

Valuable Features

AWS Database Migration Service offers scalable, cost-effective migration with easy administration, real-time synchronization, and high data security.
StreamSets offers intuitive interface, extensive connectors, and features accessible to non-technical users for seamless data integration and manipulation.
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.
You can copy the database at first without impacting your current database, and then use CDC to copy incremental changes.
AWS offers a way to build jobs that are scalable, expandable for new and current tables, and can be deployed quickly.
It allows a hybrid installation approach, rather than being completely cloud-based or on-premises.
 

Categories and Ranking

AWS Database Migration Service
Average Rating
8.0
Reviews Sentiment
6.4
Number of Reviews
34
Ranking in other categories
Cloud Data Integration (2nd)
StreamSets
Average Rating
8.4
Reviews Sentiment
7.0
Number of Reviews
21
Ranking in other categories
Data Integration (23rd)
 

Featured Reviews

Avinash Gangu - PeerSpot reviewer
Centralizing database tables enhances workflow efficiency for ease of use
I was looking for some content as part of a comparison analysis. However, one of the pain points is that it is way too free-flowing. I have to skim through all the security pages to get to the crux of it. I was looking for a table that suggests which facets such services address with proofs of reference from professional conferences. The document is a 63-page read, making it very difficult to navigate without a summary. I was looking for a summary at the start, however, if I have to do it myself, I might as well integrate from AWS Docs and then Informative Exchange. The current document contains a lot of information, which is great, but there needs to be a summary indicating the story's essence. Unless there's a correction, it is not present in the document.
Ved Prakash Yadav - PeerSpot reviewer
Useful for data transformation and helps with column encryption
We use various tools and alerting systems to notify us of pipeline errors or failures. StreamSets supports data governance and compliance by allowing us to encrypt incoming data based on specified rules. We can easily encrypt columns by providing the column name and hash key. If you're considering using StreamSets for the first time, I would advise first understanding why you want to use it and how it will benefit you. If you're dealing with change tracking or handling large amounts of data, it could be cost-effective compared to services like Amazon. It's easy to schedule and manage tasks with the tool, and you can enhance your skills as an ETL developer. You can easily migrate traditional pipelines built on platforms like Informatica or Talend to StreamSets. I rate the overall solution an eight out of ten.
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Top Industries

By visitors reading reviews
Financial Services Firm
21%
Computer Software Company
16%
Manufacturing Company
7%
Insurance Company
6%
Financial Services Firm
11%
Computer Software Company
11%
Manufacturing Company
10%
Insurance Company
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
 

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...
What do you like most about StreamSets?
The best thing about StreamSets is its plugins, which are very useful and work well with almost every data source. It's also easy to use, especially if you're comfortable with SQL. You can customiz...
What needs improvement with StreamSets?
One issue I observed with StreamSets is that the memory runs out quickly when processing large volumes of data. Because of this memory issue, we have to upgrade our EC2 boxes in the Amazon AWS infr...
What is your primary use case for StreamSets?
We are using StreamSets for batch loading.
 

Also Known As

AWS Data Migration Service
No data available
 

Overview

 

Sample Customers

Veoci, Trimble, Nasdaq, shaadi.com, Hotelbeds, SysAid, Verizon, Expedia, Pega
Availity, BT Group, Humana, Deluxe, GSK, RingCentral, IBM, Shell, SamTrans, State of Ohio, TalentFulfilled, TechBridge
Find out what your peers are saying about AWS Database Migration Service vs. StreamSets and other solutions. Updated: July 2025.
861,524 professionals have used our research since 2012.