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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
5.6
JAMS Scheduler improves ROI by automating tasks, saving time, enhancing efficiency, and boosting productivity, despite some cost concerns.
Sentiment score
3.4
Adopting Astro by Astronomer leads to faster deployments, increased efficiency, reduced costs, and enhanced productivity through automation and resource optimization.
Sentiment score
5.7
Control-M enhances efficiency and cost management, reducing manual efforts and resources, offering quick returns for enterprise operations.
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
6.5
JAMS Scheduler's customer support is exceptional, proactive, and reliable, with knowledgeable staff and minimal wait times noted.
Sentiment score
4.8
Astro by Astronomer provides fast, reliable support, helping users manage tasks efficiently with robust resources and secure management.
Sentiment score
7.1
Control-M support is praised for responsiveness and efficiency, despite occasional delays, with helpful online resources and knowledgeable assistance.
The customer support for JAMS Scheduler is amazing, superhero quality.
Student Server Support / Liasion at Hamilton County ESC
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
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
It was a pleasure to talk with them and exchange ideas because they had solutions for all of our queries.
Data engineer at a hospitality company with 10,001+ employees
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.
DevOps Engineer at a media company with 201-500 employees
 

Scalability Issues

Sentiment score
6.2
JAMS Scheduler efficiently manages scalable job scheduling across platforms, though high volumes may occasionally impact performance.
Sentiment score
5.6
Astro by Astronomer effectively scales for varying data volumes and workloads, maintaining stability with efficient resource management.
Sentiment score
7.4
Control-M effectively manages scalability, integrating easily with expanded workloads and diverse environments, despite some cost-related constraints.
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
As the number of scheduled jobs increased, we can manage multiple schedules, dependencies, and workflows centrally.
Consultant at a outsourcing company with 201-500 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
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
7.8
JAMS Scheduler is highly reliable, consistently executing tasks with minimal downtime, often impacted by external factors, not the software itself.
Sentiment score
8.1
Astro by Astronomer is stable, reliable, and effectively manages issues, with users citing external factors as the main challenge.
Sentiment score
7.9
Control-M is praised for stability and reliability, though setup and AWS cloud incidents occasionally affect performance.
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
When issues occur, the monitoring and execution logs make it easier to identify and recover from them.
Consultant at a outsourcing company with 201-500 employees
JAMS Scheduler is as stable as a rock.
Student Server Support / Liasion at Hamilton County ESC
We did not have any production issues or user interface unavailability.
Data engineer at a hospitality company with 10,001+ 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
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 Scheduler needs interface enhancements, better diagnostics, improved accessibility, integration, global search, reporting, and comprehensive documentation.
Astro by Astronomer should enhance interface, customization, and documentation while improving pricing, installation, and adding AI features.
Control-M needs improved UI, streamlined setup, better integration, enhanced AI, and performance upgrades for a better user experience.
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 Scheduler is praised for its cost-effectiveness and scalability, despite some criticisms of Fortra's complex pricing approach.
Enterprise users of Astro by Astronomer had varied pricing experiences, with mixed satisfaction and calls for flexible pricing options.
Control-M's pricing is high for small businesses but offers value to large enterprises with various complex licensing options.
The pricing was reasonable, and the vendor only charged us for the migration process, meaning the setup cost was completely free.
Lead Engineer at intelQong Technology
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
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 Scheduler excels with centralized management, flexible scheduling, and seamless PowerShell integration, enhancing efficiency and compliance.
Astro by Astronomer enhances Airflow orchestration with easy deployment, management, scalability, and integration, optimizing data pipeline efficiency and reliability.
Control-M optimizes operations with centralized monitoring, automation, cross-platform integration, and supports scalability through cloud and API features.
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.
Data scientist at a university with 51-200 employees
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 Scheduler
Sponsored
Ranking in Workload Automation
3rd
Average Rating
8.8
Reviews Sentiment
6.6
Number of Reviews
54
Ranking in other categories
No ranking in other categories
Astro by Astronomer
Ranking in Workload Automation
7th
Average Rating
8.2
Reviews Sentiment
4.9
Number of Reviews
30
Ranking in other categories
No ranking in other categories
Control-M
Ranking in Workload Automation
1st
Average Rating
8.6
Reviews Sentiment
6.7
Number of Reviews
238
Ranking in other categories
Process Automation (2nd), Managed File Transfer (MFT) (2nd), AI IT Support (2nd)
 

Mindshare comparison

As of October 2026, in the Workload Automation category, the mindshare of JAMS Scheduler is 3.5%, up from 2.1% compared to the previous year. The mindshare of Astro by Astronomer is 1.3%, up from 1.1% compared to the previous year. The mindshare of Control-M is 10.2%, down from 18.8% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Workload Automation Mindshare Distribution
ProductMindshare (%)
Control-M10.2%
JAMS Scheduler3.5%
Astro by Astronomer1.3%
Other85.0%
Workload Automation
 

Featured Reviews

reviewer2890770 - PeerSpot reviewer
Developer at a healthcare company with 1,001-5,000 employees
Centralized scheduling has improved automation and reduces manual monitoring for complex workflows
The best features JAMS Scheduler offers are centralized job scheduling, dependency management, and monitoring. I also appreciate the alerts and retry options because they help us handle failures without constantly checking jobs manually. Centralized scheduling makes it easier to manage all our jobs from one place instead of maintaining multiple schedulers or scripts. Dependency management is especially useful for chaining workflows because JAMS Scheduler can automatically trigger the next job only when the required previous step completes successfully. Another useful feature is the monitoring and alerting. If a scheduled job fails or runs longer than expected, we can quickly identify it and take action, which is particularly helpful for production support and reducing manual monitoring. JAMS Scheduler has helped quite a bit with identifying common job failures, missed schedules, dependency issues, and execution errors. The alerts and job history make it easier to identify the failure point and take corrective action without manually checking every workflow. JAMS Scheduler's code-driven automation has been useful for handling more complex scheduling logic and workflows that go beyond simple time-based triggers. It is important for us because we can combine scripts, dependencies, conditions, and parameters to support different production scenarios without creating too much manual intervention.
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
17%
Construction Company
10%
Comms Service Provider
10%
Manufacturing Company
9%
Financial Services Firm
15%
Outsourcing Company
14%
Educational Organization
13%
University
7%
Financial Services Firm
22%
Outsourcing Company
10%
Manufacturing Company
8%
Insurance Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business17
Midsize Enterprise18
Large Enterprise29
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise6
Large Enterprise25
By reviewers
Company SizeCount
Small Business44
Midsize Enterprise33
Large Enterprise197
 

Questions from the Community

What is your experience regarding pricing and costs for JAMS?
The pricing, setup cost, and licensing for JAMS Scheduler are favorable.
What needs improvement with JAMS?
One area of improvement I see for JAMS Scheduler is making the user interface more intuitive for new users, especiall...
What is your primary use case for JAMS?
My main use case for JAMS Scheduler is scheduling daily RPA jobs, such as running an invoice process automation after...
What is your experience regarding pricing and costs for Astro by Astronomer?
It was as we expected in terms of cost because previously we had three different orchestrators, and now we have only ...
What needs improvement with Astro by Astronomer?
If we can improve something, it would be to have hibernation for the production deployment. Currently, setting up hib...
What is your primary use case for Astro by Astronomer?
The main purpose of Astro by Astronomer today is Airflow. We are using Airflow in order to orchestrate our data pipel...
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?
Control-M sits at the premium end of workload automation pricing — that is no secret, and I will not pretend otherwis...
What needs improvement with Control-M?
My main improvement point after decades with the product is not a feature — it is the path to mastery. Basic administ...
 

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: September 2026.
917,403 professionals have used our research since 2012.