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 7.7, and holds a 10.7% mindshare in the category. IBM is ranked #21 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

4,709 Views
424 Comparison Views

90% willing to recommend

StreamSets

Read 21 StreamSets reviews

2,863 Views
2,090 Comparison Views

100% willing to recommend

BMC AMI DevX

StreamSets

Comparison Buyer's Guide

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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: February 2026).

Buyer's Guide

BMC AMI DevX vs. StreamSets

February 2026

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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 (7th), Database Development and Management (18th), Mainframe Application Development (1st), Test Data Management (6th), Mainframe Testing Tools (1st), Data Masking (6th)

StreamSets

Average Rating

8.4

Reviews Sentiment

7.0

Number of Reviews

Ranking in other categories

Data Integration (21st)

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 10.7%, 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 Market Share Distribution
Product	Market Share (%)
BMC AMI DevX	10.7%
Perforce Delphix	21.1%
Broadcom Test Data Manager	13.2%
Other	55.0%

Test Data Management

Data Integration Market Share Distribution
Product	Market Share (%)
StreamSets	1.2%
SSIS	3.7%
Informatica Intelligent Data Management Cloud (IDMC)	3.5%
Other	91.6%

Data Integration

Featured Reviews

RobertSamson

Technical Consultant at Services Robert Samson SCRS

Improves disaster recovery processes and offers an efficient CPU cycle optimization

Using BMC Data Management for IMS and DB2 on z/OS has greatly improved our database administration tasks. Although we don't test the database before production, we have experienced benefits in disaster recovery situations and capacity management. For instance, when facing capacity issues during peak transaction times, I've been able to quickly allocate additional resources to ensure smooth operations. This has been crucial, especially during times when the demand surges, such as peak flight hours.

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

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

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

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

"The most valuable feature of Topaz is Xpediter. It's more flexible than Xpediter through MVS."

"One of the features that the developers like is that they can retrieve what they need with the tool. They don't have to go through some process or request something be done by another team. They can get the programs they need, compile them, retrieve the JCL and alter the JCL if they need to, and put these programs wherever they need to go for their testing."

"We had parallel development before, but the way ISPW implements it is better. It has more control and oversight of the process, whereas before, it was like the Wild West. Everybody could have their own package with their own version of the component in it... ISPW is constantly aware of it. It notifies when someone else is using or has a different version of that component."

"The smart editor helps because it will code-complete for me. I can see code working a lot faster and I'm able to get things coded in less time."

"Test data management capabilities are good."

More BMC AMI DevX pros

"In StreamSets, everything is in one place."

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

"The scheduling within the data engineering pipeline is very much appreciated, and it has a wide range of connectors for connecting to any data sources like SQL Server, AWS, Azure, etc. We have used it with Kafka, Hadoop, and Azure Data Factory Datasets. Connecting to these systems with StreamSets is very easy."

"The Ease of configuration for pipes is amazing. It has a lot of connectors. Mainly, we can do everything with the data in the pipe. I really like the graphical interface too"

"I really appreciate the numerous ready connectors available on both the source and target sides, the support for various media file formats, and the ease of configuring and managing pipelines centrally."

"StreamSets Transformer is a good feature because it helps you when you are developing applications and when you don't want to write a lot of code. That is the best feature overall."

"I have used Data Collector, Transformer, and Control Hub products from StreamSets. What I really like about these products is that they're very user-friendly. People who are not from a technological or core development background find it easy to get started and build data pipelines and connect to the databases. They would be comfortable like any technical person within a couple of weeks."

"StreamSets is the leader in the market."

More StreamSets pros

Cons

"Technical support has gotten better over the years, though there's always room for improvement."

"I'm always looking for improvement in things like the documentation, to make things a little bit easier and simpler to understand, a place where people can go to troubleshoot issues."

"It would be good if the vendors would work together or at least have some collaboration between them, so they would know what would work and what wouldn't work. Right now, the way things are working, they're relying on the customer to make everything work."

"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."

"The ability to edit source code that has special characters is limited. The ability to incorporate or convert REXX into macros that are usable under the Topaz software is not there. And the REXX macros that I have developed over 40 years of work are useless, so I have a toolbox I can't use or deploy using the Topaz technology, while I can use it under MVS."

"The area for improvement is related to the testing tools that are available for unit testing or acceptance testing. I know they have some out there that we are not licensed for at this time, but it seems like some of the Eclipse tools that are used for other programming languages, they're all just built-in and they're a little more intuitive to the developers. Making those testing tools as intuitive as possible, and as integrated as possible into the workbench, would be really beneficial."

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

"It's a very complicated tool."

More BMC AMI DevX cons

"StreamSets should provide a mechanism to be able to perform data quality assessment when the data is being moved from one source to the target."

"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."

"The design experience is the bane of our existence because their documentation is not the best. Even when they update their software, they don't publish the best information on how to update and change your pipeline configuration to make it conform to current best practices. We don't pay for the added support. We use the "freeware version." The user community, as well as the documentation they provide for the standard user, are difficult, at best."

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

"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."

"They need to improve their customer care services. Sometimes it has taken more than 48 hours to resolve an issue. That should be reduced. They are aware of small or generic issues, but not the more technical or deep issues. For those, they require some time, generally 48 to 72 hours to respond. That should be improved."

"There aren't enough hands-on labs, and debugging is also an issue because it takes a lot of time. Logs are not that clear when you are debugging, and you can only select a single source for a pipeline."

"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."

More StreamSets cons

Pricing and Cost Advice

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

"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."

"In general, Compuware tools are very competitive."

"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."

"The price point is great."

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

"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."

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

"We are running the community version right now, which can be used free of charge."

"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."

"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."

"It has a CPU core-based licensing, which works for us and is quite good."

"There are two editions, Professional and Enterprise, and there is a free trial. We're using the Professional edition and it is competitively priced."

"StreamSets is an expensive solution."

More StreamSets pricing and cost advice

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Top Industries

By visitors reading reviews

Financial Services Firm

34%

Insurance Company

12%

Manufacturing Company

Computer Software Company

Insurance Company

Manufacturing Company

Financial Services Firm

Computer Software Company

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 Compuware File-AID?

The product has made our mainframe data management process easier. It has helped us save manhours. The tool's most valuable feature is the ability to edit tape files. Its ability to clone files is ...

See all answers

What needs improvement with Compuware File-AID?

We plan to replace BMC Compuware File-AID due to its price. Two years back, we paid 11,000 dollars. However, the current price is 27,900 dollars. The price has increased to at least eight times its...

See all answers

What is your primary use case for Compuware File-AID?

We use the solution clone test files.

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 16% of the time

IBM File Manager vs BMC AMI DevX

Compared 9% of the time

InterTest vs BMC AMI DevX

Compared 6% of the time

IBM Debug for z/OS vs BMC AMI DevX

Compared 5% of the time

Rocket ChangeMan ZMF (formerly a Micro Focus product) vs BMC AMI DevX

Compared 5% of the time

More BMC AMI DevX Competitors

Confluent vs StreamSets

Compared 7% of the time

webMethods.io vs StreamSets

Compared 6% of the time

Matillion Data Productivity Cloud vs StreamSets

Compared 6% of the time

Informatica PowerCenter vs StreamSets

Compared 5% of the time

Oracle GoldenGate vs StreamSets

Compared 5% of the time

More StreamSets Competitors

Product Reports

Buyer's Guide

BMC AMI DevX

February 2026

Download BMC AMI DevX product report

Buyer's Guide

StreamSets

January 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

February 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: February 2026.

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