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

"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."

"Once we got the configurations and deployment rolled out, it was very stable. I haven't had any major issues with Eclipse or the Topaz Workbench plugins."

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

"I think the most valuable features are code management, code deployment, and code generation. The fact that those three features are included makes BMC Compuware ISPW a robust product. If one of those features was missing, it would be less robust and less interesting. But because it has those three features, it is a very good solution for code development and management."

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

"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."

"We can develop in parallel today on ISPF, but it's giving us the advantage of the newer interface into the mainframe programming languages that younger programmers can use and are familiar with, rather than using the ISPF green screen."

More BMC AMI DevX pros

"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"

"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."

"What I love the most is that StreamSets is very light. It's a containerized application. It's easy to use with Docker. If you are a large organization, it's very easy to use Kubernetes."

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

"One of the things I like is the data pipelines. They have a very good design. Implementing pipelines is very straightforward. It doesn't require any technical skill."

"StreamSets’ data drift resilience has reduced the time it takes us to fix data drift breakages. For example, in our previous Hadoop scenario, when we were creating the Sqoop-based processes to move data from source to destinations, we were getting the job done. That took approximately an hour to an hour and a half when we did it with Hadoop. However, with the StreamSets, since it works on a data collector-based mechanism, it completes the same process in 15 minutes of time. Therefore, it has saved us around 45 minutes per data pipeline or table that we migrate. Thus, it reduced the data transfer, including the drift part, by 45 minutes."

"StreamSets is the leader in the market."

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

More StreamSets pros

Cons

"When you're setting up the parameters for how ISPW will work in your shop, there are a lot of questions that have to be answered... BMC Compuware should have more in-depth explanations about what the choices in each question mean. If you pick A, what does that mean has to happen? What does that impact? If you pick B, what does that mean? What does that impact?"

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

"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."

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

"The solution could be improved by being better integrated with the open world. In the next release, I would like to have the ability to work in an open environment whilst remaining integrated with the legacy environment."

"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's a very complicated tool."

"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."

More BMC AMI DevX cons

"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."

"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."

"Visualization and monitoring need to be improved and refined."

"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."

"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."

"We create pipelines or jobs in StreamSets Control Hub. It is a great feature, but if there is a way to have a folder structure or organize the pipelines and jobs in Control Hub, it would be great. I submitted a ticket for this some time back."

"In terms of the product, I don't think there is any room for improvement because it is very good. One small area of improvement that is very much needed is on the knowledge base side. Sometimes, it is not very clear how to set up a certain process or a certain node for a person who's using the platform for the first time."

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."

"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."

"The price point is great."

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

"In general, Compuware tools are very competitive."

"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."

"StreamSets is an expensive solution."

"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."

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

"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."

"The overall cost is very flexible so it is not a burden for our organization... However, the cost should be improved. For small and mid-size organizations it might be a challenge."

"The pricing is affordable for any business."

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

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 4% 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 5% 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

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