BMC AMI DevX vs StreamSets comparison

The compared BMC and IBM solutions aren't in the same category. BMC is ranked #6 in TDM , with an average rating of 7.5, and holds a 11.1% mindshare in the category. IBM is ranked #25 in DI , with an average rating of 9.0, and holds a 1.2% mindshare. Additionally, 90% of BMC users are willing to recommend the solution, compared to 100% of IBM users who would recommend it.

BMC AMI DevX

Read 19 BMC AMI DevX reviews

4,806 Views
481 Comparison Views

90% willing to recommend

StreamSets

Read 21 StreamSets reviews

2,948 Views
2,152 Comparison Views

100% willing to recommend

BMC AMI DevX

StreamSets

Comparison Buyer's Guide

Download the report

Executive Summary

We performed a comparison between BMC AMI DevX and StreamSets based on real PeerSpot user reviews.

Find out in this report how the two Test Data Management solutions compare in terms of features, pricing, service and support, easy of deployment, and ROI.

To learn more, read our detailed BMC AMI DevX vs. StreamSets Report (Updated: March 2026).

Buyer's Guide

BMC AMI DevX vs. StreamSets

March 2026

Download the complete report

Helped 885,376 peers since 2012

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Categories and Ranking

BMC AMI DevX

Average Rating

8.0

Reviews Sentiment

7.2

Number of Reviews

Ranking in other categories

Software Configuration Management (1st), Debugging (9th), Database Development and Management (19th), Mainframe Application Development (1st), Test Data Management (6th), Mainframe Testing Tools (1st), Data Masking (6th), AI Software Development (200th)

StreamSets

Average Rating

8.4

Reviews Sentiment

7.0

Number of Reviews

Ranking in other categories

Data Integration (25th)

Mindshare comparison

BMC AMI DevX and StreamSets aren’t in the same category and serve different purposes. BMC AMI DevX is designed for Test Data Management and holds a mindshare of 11.1%, up 3.6% compared to last year.
StreamSets, on the other hand, focuses on Data Integration, holds 1.2% mindshare, down 1.6% since last year.

Test Data Management Mindshare Distribution
Product	Mindshare (%)
BMC AMI DevX	11.1%
Perforce Delphix	20.4%
Broadcom Test Data Manager	13.3%
Other	55.2%

Test Data Management

Data Integration Mindshare Distribution
Product	Mindshare (%)
StreamSets	1.2%
SSIS	3.6%
Informatica Intelligent Data Management Cloud (IDMC)	3.6%
Other	91.6%

Data Integration

Featured Reviews

Patricio-Martinez

Developer at Selfemployed

Good for large amounts of data and has a variety of use cases but can be complex to use

It's a very complicated tool. Sometimes the customer wants better, faster transaction times. They want the solution to move as fast as possible. We're trying to scale and grow our application with more servers to get the level of speed desired. Everything from small processes to big batch processing needs to be faster.

Read full review

SrinivasanSankar

Enterprise Solutions Architect at a energy/utilities company with 1,001-5,000 employees

Enables effective batch loading with visual interface and enterprise support

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 infrastructure. I had to switch to a new EC2 box, even though the processor was not fully utilized. It would be beneficial if StreamSets addressed any potential memory leak issues to prevent unnecessary upgrades. Additionally, it would be a great enhancement if StreamSets could produce a lineage graph to visualize how the data has passed through the system.

Read full review

Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Pros

"With the use of ISPW, we were able to reduce our deployment time for specific applications by utilizing the auto-deploy features."

"Compuware Xpediter is one of the best debugging tools for mainframe software development."

"I like the ability to flow through the source and see what happens to the data as the statements are executed. If there is a fault, it will track the event, and we can then look back to see why it may have caused the fault. You can also reverse engineer your test. You can set it so that you can go backward as well as forward in your test. This is something that I haven't done here at my company. Compuware Xpediter is one of the best debugging tools for mainframe software development. We have currently licensed only the COBOL language for Xpediter, but I know they have other languages, including Assembler, PL/I."

"Topaz workbench is one of the most integrated into Eclipse that I've seen from the mainframe vendors."

"The visual ability to see potential downstream impacts to changes being made assists our developers in understanding the impact associated with their change."

"Test data management capabilities are good."

"It does our CICS NEWCOPYs and our Db2 binds for us, whereas before, that was a manual process. It takes a lot of the workload off of the operations folks and off the DBAs."

"From a user perspective, the GUIs make it easier for people to see and interact with files on the mainframe."

More BMC AMI DevX pros

"The most valuable would be the GUI platform that I saw. I first saw it at a special session that StreamSets provided towards the end of the summer. I saw the way you set it up and how you have different processes going on with your data. The design experience seemed to be pretty straightforward to me in terms of how you drag and drop these nodes and connect them with arrows."

"It has helped us in moving into the data analytics world at a faster pace than any other tool would have done."

"The best feature that I really like is the integration."

"StreamSets' reusable assets have helped to reduce workload by 32% to 40%."

"This product was a lot easier to use than the one we had before it, and it took us half an hour and we were set up and running it the first time."

"The entire user interface is very simple and the simplicity of creating pipelines is something that I like very much about it. The design experience is very smooth."

"It is really easy to set up and the interface is easy to use."

"For me, the most valuable features in StreamSets have to be the Data Collector and Control Hub, but especially the Data Collector. That feature is very elegant and seamlessly works with numerous source systems."

More StreamSets pros

Cons

"DB2 is a hard tool to grasp. It's hard for users to learn how to use it. It's not easy to see how it works."

"The area for improvement is related to the testing tools that are available for unit testing or acceptance testing."

"It would be nice to have an audit trail to see what mainframe developers are using what."

"Initial setup can be tricky in some cases."

"One thing I would really like to see some improvement on is the promotion diagnostic messages. It invokes utilities "under the covers" to copy components, and it does not echo back any of the error messages from those utilities."

"It often doesn't play well with other plugins in the environment."

"It's a very complicated tool."

"Topaz Workbench often doesn't play well with other plugins in the environment."

More BMC AMI DevX cons

"We often faced problems, especially with SAP ERP. We struggled because many columns weren't integers or primary keys, which StreamSets couldn't handle. We had to restructure our data tables, which was painful. Also, pipeline failures were common, and data drifting wasn't addressed, which made things worse. Licensing was another issue we encountered."

"If the data processing in StreamSets takes a long time as compared to the previous solution, then we will reconsider why we use StreamSets."

"StreamSet works great for batch processing but we are looking for something that is more real-time. We need latency in numbers below milliseconds."

"I would like to see it integrate with other kinds of platforms, other than Java. We're going to have a lot of applications using .NET and other languages or frameworks. StreamSets is very helpful for the old Java platform but it's hard to integrate with the other platforms and frameworks."

"The software is very good overall. Areas for improvement are the error logging and the version history. I would like to see better, more detailed error logging information."

"Sometimes, it is not clear at first how to set up nodes. A site with an explanation of how each node works would be very helpful."

"The monitoring visualization is not that user-friendly. It should include other features to visualize things, like how many records were streamed from a source to a destination on a particular date."

"If you use JDBC Lookup, for example, it generally takes a long time to process data."

More StreamSets cons

Pricing and Cost Advice

"The only thing I would mention related to the licensing and/or the pricing, is that they have some visualization features in there that are licensed by concurrent users. We're starting to trip up on that. We're looking to probably increase the number of concurrent licenses that we have. But those types of licensing strategies, where they license by concurrent users or the number of seats is confusing for some people. They don't understand why it works sometimes and doesn't work other times."

"In general, Compuware tools are very competitive."

"I like the seat-based licensing much more than MSU-based licensing, and that the cost has been competitive."

"In terms of pricing, there isn't an extra charge for the parts of it we use. It comes with the licenses we purchased for other products, so no complaints there. The licensing is built in with the other products that you purchase from Compuware."

"The price point is great."

"It has saved our developers time and effort when working on documentation, which is now more readable and fluent."

"There are different versions of the product. One is the corporate license version, and the other one is the open-source or free version. I have been using the corporate license version, but they have recently launched a new open-source version so that anybody can create an account and use it. The licensing cost varies from customer to customer. I don't have a lot of input on that. It is taken care of by PMO, and they seem fine with its pricing model. It is being used enterprise-wide. They seem to have got a good deal for StreamSets."

"We use the free version. It's great for a public, free release. Our stance is that the paid support model is too expensive to get into. They should honestly reevaluate that."

"StreamSets Data Collector is open source. One can utilize the StreamSets Data Collector, but the Control Hub is the main repository where all the jobs are present. Everything happens in Control Hub."

"Its pricing is pretty much up to the mark. For smaller enterprises, it could be a big price to pay at the initial stage of operations, but the moment you have the Seed B or Seed C funding and you want to scale up your operations and aren't much worried about the funds, at that point in time, you would need a solution that could be scaled."

"The pricing is too fixed. It should be based on how much data you need to process. Some businesses are not so big that they process a lot of data."

"I believe the pricing is not equitable."

"The licensing is expensive, and there are other costs involved too. I know from using the software that you have to buy new features whenever there are new updates, which I don't really like. But initially, it was very good."

"It's not so favorable for small companies."

More StreamSets pricing and cost advice

See which vendors are best for you

Use our free recommendation engine to learn which Test Data Management solutions are best for your needs.

See recommendations

885,376 professionals have used our research since 2012.

Top Industries

By visitors reading reviews

Financial Services Firm

32%

Insurance Company

10%

Manufacturing Company

Computer Software Company

Financial Services Firm

Manufacturing Company

Insurance Company

Real Estate/Law Firm

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	6
Large Enterprise	16

By reviewers
Company Size	Count
Small Business	9
Midsize Enterprise	2
Large Enterprise	11

Questions from the Community

What do you like most about BMC Data Management for IMS and DB2 on zOS?

BMC Data Management improved our data recovery process by simplifying it.

See all answers

What needs improvement with BMC Data Management for IMS and DB2 on zOS?

One area for improvement with this product could be in providing clearer guidance and tools for disaster recovery planning and execution. As someone involved in managing infrastructure, understandi...

See all answers

What advice do you have for others considering BMC Data Management for IMS and DB2 on zOS?

From my perspective as an infrastructure guy, the most valuable aspect of BMC's data management solutions was their ability to optimize CPU cycles, improving IMS performance without directly impact...

See all answers

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...

See all answers

What needs improvement with StreamSets?

See all answers

What is your primary use case for StreamSets?

We are using StreamSets for batch loading.

See all answers

Comparisons

Endevor vs BMC AMI DevX

Compared 12% of the time

IBM File Manager vs BMC AMI DevX

Compared 8% of the time

InterTest vs BMC AMI DevX

Compared 6% of the time

Broadcom Test Data Manager vs BMC AMI DevX

Compared 5% of the time

IBM Debug for z/OS vs BMC AMI DevX

Compared 4% of the time

More BMC AMI DevX Competitors

Confluent vs StreamSets

Compared 6% of the time

Pentaho Data Integration and Analytics vs StreamSets

Compared 5% of the time

Informatica PowerCenter vs StreamSets

Compared 5% of the time

Oracle GoldenGate vs StreamSets

Compared 5% of the time

webMethods.io vs StreamSets

Compared 5% of the time

More StreamSets Competitors

Product Reports

Buyer's Guide

BMC AMI DevX

March 2026

Download BMC AMI DevX product report

Buyer's Guide

StreamSets

March 2026

Download StreamSets product report

Also Known As

File-AID, Data for Db2, Code Debug, Data Studio, Workbench for Eclipse, Code Pipeline

No data available

Overview

BMC AMI DevX is a comprehensive solution enhancing code management and testing efficiency. It offers debugging capabilities within financial applications and integrates data management seamlessly, serving major banking sectors with reliable performance.

AMI DevX is tailored for banking industries, optimizing application debugging in COBOL and enhancing data handling in robust financial systems. It simplifies mainframe data management with real-time insights, improving efficiency through editing and cloning functionalities. The tool's integration with Compuware File-AID for IMS and DB2 ensures streamlined development processes. Challenges include a steep DB2 learning curve and initial setup complexities, with technical support inconsistencies and steep pricing impacting affordability. Despite this, its valuable features significantly support large banking operations.

What features make BMC AMI DevX valuable?

Line-by-Line Code Debugging: Allows precise identification and rectification of issues.
Variable Change & Line Skipping: Flexibility in testing without recompiling.
Database-Independent Testing: No need for loading databases during testing.
Real-Time Data Insights: Enhances decision-making with immediate information.
Data Warehousing & Analytics: Facilitates comprehensive data analysis.
Integration & Formatting: Streamlines development by simplifying data processes.

What benefits should users look for in reviews?

Improved Efficiency: Streamline data management and editing capabilities.
Robust Debugging: Effective in both online and batch COBOL program debugging.
Enhanced Financial Application Support: Superior handling in grants and loans applications.
Comprehensive Testing: Enables creation of clone test files for thorough testing.

In large banking sectors, BMC AMI DevX is integral for grants and loans-related applications. Its robust nature supports financial systems, offering debugging for COBOL, updating data in Compuware File-AID for IMS, and integrating DB2. Users implement this for exceptional data management and application reliability.

BMC

StreamSets is a data integration platform that enables organizations to efficiently move and process data across various systems. It offers a user-friendly interface for designing, deploying, and managing data pipelines, allowing users to easily connect to various data sources and destinations. StreamSets also provides real-time monitoring and alerting capabilities, ensuring that data is flowing smoothly and any issues are quickly addressed.

IBM

Sample Customers

Helvetia, The IMT Group, Hapag-Lloyd, Royal Bank of Canada, Chunghwa Telecom

Availity, BT Group, Humana, Deluxe, GSK, RingCentral, IBM, Shell, SamTrans, State of Ohio, TalentFulfilled, TechBridge

Buyer's Guide

BMC AMI DevX vs. StreamSets

March 2026

Free Report: BMC AMI DevX vs. StreamSets

Find out what your peers are saying about BMC AMI DevX vs. StreamSets and other solutions. Updated: March 2026.

DOWNLOAD NOW

885,376 professionals have used our research since 2012.

See our BMC AMI DevX vs. StreamSets report.

We monitor all Test Data Management reviews to prevent fraudulent reviews and keep review quality high. We do not post reviews by company employees or direct competitors. We validate each review for authenticity via cross-reference with LinkedIn, and personal follow-up with the reviewer when necessary.