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Astro by Astronomer vs Control-M comparison

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Comparison Buyer's Guide

Executive SummaryUpdated on Jan 13, 2026

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
5.3
JAMS enhances efficiency, reducing IT labor and costs, optimizing resources, and allowing focus on critical tasks, despite licensing costs.
Sentiment score
3.3
Astro by Astronomer boosts productivity and reduces costs by optimizing resources, enhancing efficiency, and lowering infrastructure expenses.
Sentiment score
5.9
Control-M improved efficiency, reducing time and costs by 30-50% and automating 70,000 tasks, ensuring swift ROI.
The design of JAMS makes it very easy to copy jobs and make minimal changes while ensuring functionality.
Cloud Engineer at a financial services firm with 501-1,000 employees
The cost has definitely gone up tremendously.
Principal Data Base And Infrastructure Engineer at a outsourcing company with 501-1,000 employees
It saved IT time by 50%.
Vice President, Information Technology at a financial services firm with 501-1,000 employees
I am still working with the same number of employees, but the deliverables, quality, and development lifecycle have become shorter.
Manager, Project Development at a tech vendor with 10,001+ employees
The return on investment has been remarkable, with savings exceeding seventy-five percent compared to previous manual cron job management.
MLOps | Senior Data Engineer at Walmart Global Tech India
Now, currently, after Astro by Astronomer, we could manage it for probably one thousand five hundred to one thousand eight hundred dollars per month.
Data Platform Engineer at Babbel
The main return on investment with Helix Control-M has been a reduction in downtime and minimization of manual interventions, which has improved our operational efficiency.
Cloud Engineer at a healthcare company with 10,001+ employees
You can run a million batch jobs or tasks at night when all of your highly skilled people are at home sleeping.
Account Executive at a computer software company with 51-200 employees
By implementing automation tools, you can minimize human errors and improve efficiency.
Director Of Sales at Sisn
 

Customer Service

Sentiment score
6.1
JAMS is praised for its quick, knowledgeable customer service, offering proactive support with effective solutions like code examples.
Sentiment score
4.8
Astro by Astronomer provides effective support and education, with fast responses and a user-friendly platform minimizing direct assistance need.
Sentiment score
7.3
Control-M support is praised for professionalism and responsiveness, though complex issue responses can be slow, yet satisfaction remains high.
Their response is prompt, exemplifying how support should be.
Manager of Reliability Engineering and Security Operations at a computer software company with 501-1,000 employees
They are very quick to respond depending on the issue's severity.
System Engineer at a financial services firm with 1,001-5,000 employees
We contacted JAMS vendor, who guided us through the necessary steps, and after following their guidance, everything was resolved.
ETL Data Engineer at a tech vendor with 10,001+ employees
I have some SLA agreements, and more than 95 percent of the time, I have seen those SLAs get met.
Manager, Project Development at a tech vendor with 10,001+ employees
We use Airflow connections variables or have integrated with a secret manager like Azure Key Vault to securely manage credentials.
Consultant at a tech vendor with 10,001+ employees
Additionally, we have a bi-weekly call with the Astro by Astronomer product team where they guide us to the new features.
Data Platform Engineer at Babbel
They quickly evolve with changing technology trends, easily adopt new features, and incorporate them into the product.
architect at a tech vendor with 10,001+ employees
The support is accurate, and BMC is always ready to help with queries and complex incidents.
Solutions Consultant at a consultancy with 11-50 employees
Even when we were new to Control-M, they assisted us greatly with any integration issues or other concerns.
Dev Ops Engineer at a media company with 201-500 employees
 

Scalability Issues

Sentiment score
5.6
JAMS is scalable, efficiently managing thousands of jobs, adaptable to various environments, and supports seamless infrastructure expansion.
Sentiment score
5.7
Astro by Astronomer ensures seamless scalability with effective workload handling and resource adjustment through Celery and Kubernetes integration.
Sentiment score
7.4
Control-M excels in scalability for enterprises but faces cost and cloud configuration challenges according to some users.
Those are situations where it has helped us to just say that we don't really care in which tech stack that we are in, whether it's latest or not, but the forward as well as the backward compatibility has been of great help.
Principal Data Base And Infrastructure Engineer at a outsourcing company with 501-1,000 employees
We might be underutilizing it, but as more jobs require processing, additional servers would be necessary.
System Engineer at a financial services firm with 1,001-5,000 employees
JAMS's scalability is noteworthy; we run 6,000 jobs per day without facing any problems.
Cloud Engineer at a financial services firm with 501-1,000 employees
The scalability of Astro by Astronomer is good and quite easy, and it is maintained as a service by the Astronomer team.
Manager, Project Development at a tech vendor with 10,001+ employees
We do not have to worry about selecting the right worker size, and it is quite scalable.
Data Platform Engineer at Babbel
Since it is a managed Airflow platform, it can scale its underlying worker nodes to support more concurrent DAGs and tasks without requiring us to manually manage infrastructure.
Consultant at a tech vendor with 10,001+ employees
Our license doesn't limit our ability to configure Control-M as needed, allowing us to easily create new agents or environments.
Control-M System Administrator at a insurance company with 10,001+ employees
I am paying for a top-end tool which rarely experiences issues, with most problems stemming from the applications being managed rather than the tooling itself.
Senior Control-M Consultant at Ktsl
As the workload grows, it is possible to expand the environment and manage additional processes while still maintaining centralized monitoring and control.
Software Engineer at a tech vendor with 1,001-5,000 employees
 

Stability Issues

Sentiment score
7.1
JAMS is highly reliable and stable, with minimal downtime and infrequent failures, even under heavy execution volumes.
Sentiment score
8.1
Astro by Astronomer is valued for stability, despite challenges with integrations, and has improved reliability in recent versions.
Sentiment score
7.9
Control-M is highly stable with 98-99% uptime; mainframes excel while Windows may face occasional issues.
We experience periods of major incidents annually due to capacity constraints, which result in job failures.
Manager of Reliability Engineering and Security Operations at a computer software company with 501-1,000 employees
Being on the new version, there's been zero downtime.
System Engineer at a financial services firm with 1,001-5,000 employees
When the servers are under high load, it can take more than one day sometimes.
Internship (Engineer) at a consultancy with 11-50 employees
When we migrated to Astro by Astronomer, those were some of the challenges that we had to overcome.
Data Platform Engineer at Babbel
In my experience, we did not face any major outages caused by Astro by Astronomer itself.
Consultant at a tech vendor with 10,001+ employees
In my experience, Astro by Astronomer has been stable, especially with the recent version, which has resolved issues that were present in earlier versions.
Data Engineer at a outsourcing company with 201-500 employees
Control-M itself is robust, and it would receive a rating of 10.
Technical architect at a financial services firm with 1,001-5,000 employees
Regarding stability, I would give Control-M a ten.
IT Tech Infurstructure Engineer at CommonSpirit Health
In my experience, once workflows and jobs are properly configured, it runs reliably and handles scheduled processes consistently.
Software Engineer at a tech vendor with 1,001-5,000 employees
 

Room For Improvement

JAMS users seek an intuitive UI, enhanced search, better documentation, integrations, monitoring, performance, and clearer deletion dependencies.
Users seek improvements in cost, UI, integration, debugging, multi-tenancy, AI, navigation, and installation for Astro by Astronomer.
Control-M needs improvements in data management, usability, integration, documentation, and pricing to enhance user experience and appeal.
Another area for improvement would be the addition of source control for jobs internally, as this feature would solve several problems for me.
Manager of Reliability Engineering and Security Operations at a computer software company with 501-1,000 employees
A major improvement would be the integration of AI to help us accomplish various tasks.
System Engineer at a financial services firm with 1,001-5,000 employees
If around 5,000 or more jobs run at a time, JAMS slows down, and we have to wait around five to 10 minutes or restart JAMS scheduler services.
ETL Data Engineer at a tech vendor with 10,001+ employees
I think Astro by Astronomer could improve its pricing, as it is really expensive, especially if you want to have large use in a large-scale enterprise edition, which requires you to create a VPC hosted instance that significantly increases expenses.
Data Engineer at a outsourcing company with 201-500 employees
The infrastructure is simpler without Kubernetes dependency.
Data Scientist at a manufacturing company with 10,001+ employees
If I had to think of one area where I see potential for improvement, it would be integration with infrastructure virtualized services like vCenter, Hyper-V, and storage systems like Hitachi and IBM FlashSystem.
Systems Analyst at a tech vendor with 10,001+ employees
They could provide more documentation and tutorials to make the initial setup easier to understand.
Assistant professor at J.P. College of Engineering
We've experienced main problems with MFTE where having one setup means when an error occurs, the entire service goes down.
Control-M System Administrator at a insurance company with 10,001+ employees
Documentation should be maintained for all versions since they provided the application.
Sr Manager at Vodafone
 

Setup Cost

JAMS offers competitive pricing, flexible licensing, and value despite recent price changes from Fortra's acquisition, outperforming alternatives.
Enterprise users find Astro's pricing high, but appreciate zero downtime despite the need for more flexible options.
Control-M pricing is high but flexible, offering robust features and negotiable packages, though licensing complexity can be challenging.
The price is fair considering the functionality and importance of the tool, although the increase did unsettle our management.
System Engineer at a financial services firm with 1,001-5,000 employees
My thoughts on the pricing of JAMS are that I won't say it is cheap, but it is cost-efficient, and that should be acceptable.
Consultant at HCLSoftware
The pricing and licensing were fair.
Database Analyst / Architect at a healthcare company with 1,001-5,000 employees
I think it would be beneficial if pricing were more flexible based on organizational workloads and offered dynamic pricing options.
Manager, Project Development at a tech vendor with 10,001+ employees
Astro by Astronomer seems to have zero downtime, which used to be around 40 minutes when doing an MWAA deployment.
Data Platform Engineer at Babbel
I have no issues with Astro by Astronomer regarding setup costs or security capabilities.
Data Engineer at a non-profit with 1-10 employees
The licensing cost is very high, and they often consider switching to IBM Workload Scheduler or other options.
Associate Architect at a tech services company with 10,001+ employees
Control-M tends to be more expensive compared to other solutions, but users get great value from it.
Senior System Specialist at a financial services firm with 10,001+ employees
Control-M is among the highest-priced solutions in the market.
Control-M System Administrator at a insurance company with 10,001+ employees
 

Valuable Features

JAMS enhances workflow efficiency with flexible scheduling, robust automation, seamless integration, and comprehensive management, optimizing resources and operations.
Astro by Astronomer enhances productivity with its user-friendly UI, seamless CI/CD, and efficient Airflow management for teams.
Control-M offers seamless workflow orchestration with monitoring, automation, integration, and real-time tracking, enhancing efficiency and reducing errors.
JAMS has positively impacted my organization by completely removing the headache of scheduling jobs, not just for the organization but for all internal operations teams need.
Cloud Engineer at a financial services firm with 501-1,000 employees
JAMS helps centralize the management of jobs on all of my platforms and applications, which has helped my organization significantly.
Consultant at HCLSoftware
By using JAMS, we have gained a lot more efficiencies in terms of all of those to streamline it, and there is no necessary need for having an overnight engineer just keeping an eye on all of this.
Principal Data Base And Infrastructure Engineer at a outsourcing company with 501-1,000 employees
I value the scalability because my tasks have more than 500 jobs running, and automatic scaling handles increased workloads without requiring manual infrastructure changes.
Manager, Project Development at a tech vendor with 10,001+ employees
The migration capabilities save huge amounts of time and effort. This will not be a small win; it will be a massive win.
Data & AI Engineer at a retailer with 10,001+ employees
I have seen improvements in response times and error reduction since using Astro by Astronomer.
Ingeniero En Machine Learning at a media company with 5,001-10,000 employees
Automation is more advanced, deployment is fast, and version control has been simplified.
IT Developer at AdvaRisk
The user interface is comprehensive and lets me view all my jobs on one page, monitor everything, and access the job history.
Cloud Engineer at a healthcare company with 10,001+ employees
If I have a staff that operates Control-M on Windows Server, they will easily pick it up if they need to run it on Unix or mainframes. It's the same interface, saving time and improving efficiency.
IT Guy at a insurance company with 5,001-10,000 employees
 

Categories and Ranking

JAMS
Sponsored
Ranking in Workload Automation
3rd
Average Rating
8.8
Reviews Sentiment
6.4
Number of Reviews
45
Ranking in other categories
No ranking in other categories
Astro by Astronomer
Ranking in Workload Automation
5th
Average Rating
8.0
Reviews Sentiment
4.9
Number of Reviews
29
Ranking in other categories
No ranking in other categories
Control-M
Ranking in Workload Automation
1st
Average Rating
8.8
Reviews Sentiment
6.8
Number of Reviews
218
Ranking in other categories
Process Automation (2nd), Managed File Transfer (MFT) (2nd), AI IT Support (3rd)
 

Mindshare comparison

As of August 2026, in the Workload Automation category, the mindshare of JAMS is 3.1%, up from 1.9% compared to the previous year. The mindshare of Astro by Astronomer is 1.4%, up from 0.9% compared to the previous year. The mindshare of Control-M is 10.7%, down from 19.9% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Workload Automation Mindshare Distribution
ProductMindshare (%)
Control-M10.7%
JAMS3.1%
Astro by Astronomer1.4%
Other84.8%
Workload Automation
 

Featured Reviews

LV
Principal Data Base And Infrastructure Engineer at a outsourcing company with 501-1,000 employees
Automation has replaced nightly monitoring and delivers reliable, unified job scheduling
We have really enjoyed working with JAMS in terms of notifications, alerts, and streamlining. There used to be a process with Automate, which is another product from Fortra, but even before that, the other division of the company that we were merging with had a tool that was built in-house called a file handler or file distributor. It was an in-house developed tool, but it was not as streamlined or as efficient as JAMS is. We literally had to have a dedicated nighttime person monitoring. Although we are 24/7, the divisions of the company that we were using JAMS for have been small scale. While we have automated it, we have streamlined it in such a way that notifications go out and alerts go out, but if there is anything, then we get paged and alerted, and if anything needs to happen at midnight, we can wake up. On the other hand, with the tool I mentioned, the file handler and distributor, we used to have a dedicated nighttime person that had to be sitting and monitoring it to see when a file arrived, whether it met the conditions, and then execute the next particular job. By using JAMS, we have gained a lot more efficiencies in terms of all of those to streamline it, and there is no necessary need for having an overnight engineer just keeping an eye on all of this.
FS
Data Platform Engineer at Babbel
Unified orchestration has reduced costs and improves governance for complex data workflows
I would say it would be much more helpful if Astro by Astronomer can provide an MCP to use and integrate with Astro by Astronomer and their AI agent Auto, so that we can use our tools like Claude, Code, or Cursor to have a central location where we integrate that MCP in Databricks via the AI gateway, and then we can have a place where we can connect to Astro by Astronomer, Databricks, other tools such as Jira and DataDog, and then have a much more comprehensive analysis and overview and monitoring of the entire data ecosystem. Having an MCP integration would tremendously help us to have a more comprehensive data platform that is more AI-ready. That is one of the features that I can think of. Another thought would be having an integration with Kubernetes instead of just scheduling everything on Astro by Astronomer workers. That would be helpful. One thing I can think of is that the Astro by Astronomer local developer environment can be improved further, but perhaps that is a very niche use case that I have in mind, and it may not be useful for others. There is room for improvement around having an improved UI and also integration with other tools. On governance, I would say we can have a more granular level of governance even inside workspaces. Having much more granular control over people belonging to the same team in Astro by Astronomer could have different access to different DAGs, depending upon our tagging strategy. That is one of the areas I can suggest in terms of improvement. The AI capabilities can be improved further. I would compare the current AI capabilities to newer models provided by Claude such as Opus or Codex.
RP
Batch Admin at NBC Universal
Brings data together from multiple platforms and optimizes cross-environment orchestration
The features of Control-M that I like the most include the ability to easily integrate or bring in different platforms into Control-M. For instance, AWS, mainframe, TWS, and something that's running on Autosys can all be brought into Control-M, converted to how Control-M runs it, and then the batch can be executed. This centralizes various applications in Control-M, which doesn't just have to handle batch processes, but also other tasks like reporting on required data. I find this functionality very useful and the setup is impressive, with more advancements yet to come. With Control-M, my company has achieved several measurable improvements since I started. The metrics indicate that the number of failures has dropped, and we have addressed the issue of excessive false alerts that I encountered when I joined. Previously, we received an overwhelming number of alerts daily, but now we manage to maintain that at a normalized level, perhaps around five to fifteen alerts, depending on running core batches and their setup.
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Top Industries

By visitors reading reviews
Financial Services Firm
16%
Construction Company
12%
Manufacturing Company
8%
Comms Service Provider
7%
Financial Services Firm
18%
Outsourcing Company
14%
University
8%
Computer Software Company
8%
Financial Services Firm
24%
Manufacturing Company
7%
Insurance Company
7%
Outsourcing Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business15
Midsize Enterprise14
Large Enterprise23
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise5
Large Enterprise24
By reviewers
Company SizeCount
Small Business43
Midsize Enterprise28
Large Enterprise176
 

Questions from the Community

What is your experience regarding pricing and costs for JAMS?
I was not really involved in the pricing, setup cost, and licensing at that level. I am more involved in the technica...
What needs improvement with JAMS?
To improve JAMS, it should resolve the issues with the JD Edwards application and the need for the SSH client connect...
What is your primary use case for JAMS?
My main use case for JAMS is to install, set up, and configure for customers working with JD Edwards application. A s...
What is your experience regarding pricing and costs for Astro by Astronomer?
Whenever there is a deployment, Astro by Astronomer seems to have zero downtime, which used to be around 40 minutes w...
What needs improvement with Astro by Astronomer?
The current version of Astro by Astronomer is good enough for our needs. The documentation part of Astro by Astronome...
What is your primary use case for Astro by Astronomer?
My main use case for Astro by Astronomer is orchestrating the Airflow pipeline without hassling the backend of Airflo...
How does Control-M compare with AutoSys Workload Automation?
Control-M acts as a single, centralized interface for monitoring and managing all batch processes, which is helpful b...
What is your experience regarding pricing and costs for Control-M?
From what I know about pricing, I would probably put Control-M in the expensive category, but you do pay for what you...
What needs improvement with Control-M?
We are not on the latest version of Control-M; we currently have version 20 and 21.
 

Also Known As

No data available
No data available
Control M, BMC Control-M Managed File Transfer, BMC Australia CTM
 

Interactive Demo

Demo not available
 

Overview

 

Sample Customers

Teradata, Arconic, General Dynamics, Yum!, CVS Health, Comcast, Ghiradelli, & Boston’s Children’s Hospital
Information Not Available
The Bank of East Asia, LINE Bank Taiwan, Coop, Air Europa, Carrefour, Itau Unibanco, Snam, Embraer, ANZ Bank, EDP, Dominio's, Tampa General Hospital, W&W Informatik GmbH, Veterans General, Up Sí Vale, Sky Italia, REWE digital GmbH, Raymond James, Railinc, Navistar, Management Science Associates, Colruyt, CARFAX, Banpara, Aspiag Service, Amadeus, AG Insurance, ING Bank Slaski
Find out what your peers are saying about Astro by Astronomer vs. Control-M and other solutions. Updated: August 2026.
908,858 professionals have used our research since 2012.