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Astro by Astronomer vs AutoSys Workload Automation comparison

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Comparison Buyer's Guide

Executive SummaryUpdated on Jan 18, 2026

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

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
AutoSys Workload Automation
Ranking in Workload Automation
4th
Average Rating
8.4
Reviews Sentiment
6.6
Number of Reviews
84
Ranking in other categories
No ranking in other categories
 

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 AutoSys Workload Automation is 6.6%, down from 10.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Workload Automation Mindshare Distribution
ProductMindshare (%)
JAMS3.1%
AutoSys Workload Automation6.6%
Astro by Astronomer1.4%
Other88.9%
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.
PK
Assistant VP at a financial services firm with 10,001+ employees
Experience significant automation with robust integration and user-friendly interfaces
There are areas of AutoSys Workload Automation that have room for improvement. They are implementing good enhancements in the R24 release. The web UI needs some improvement. Cloud integrations are limited to 25 or 30 configurable plugins and integrations to the cloud. They can improve in that area. They have separate tools, not AutoSys Workload Automation, such as Atomic and other SaaS-based solutions that can run inside the cloud. AutoSys Workload Automation can be configured in the cloud, but it requires a substantial number of VMs depending on the load. For on-premises deployment, it is a very good solution. They need to increase their footprint in the cloud and improve the web UI. They are making excellent progress in the R24 release.

Quotes from Members

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

Pros

"The most valuable feature for us is that it's DR-ready. With respect to disaster recovery, it has the built-in capability for failover to our DR site. If all of the required ports are open, it can be done seamlessly."
"We have over 50 jobs running daily to manage all the integration of our systems and we don’t have to monitor these jobs; they just run, JAMS centralizes the management of jobs in our environment, has streamlined our monitoring, saves us about four hours a week in troubleshooting time, and has helped free up about eight hours a week of IT staff time."
"The most valuable aspect of JAMS is its robustness."
"JAMS has improved my organization by taking a myriad of manual processes and allowing us to automate them. It enables our folks to focus more on tasks that require their human intelligence and their creativity and less on just mundane tasks. It increases efficiency, accuracy, and consistency."
"The key benefits about JAMS is having the ability to run long running jobs on-premise as compared to products like Azure Data Factory."
"I like how you can add new execution methods on the fly. It isn't overly complex to add Python script support to an execution method in the JAMS system. The scheduling is excellent. You can schedule a maintenance window and take that resource unit out of everything. It halts all of the jobs."
"It's a full-featured job scheduling tool. The part that I liked the best was the support team. This tool was new, and we were all learning it and setting up the different jobs that were complex in nature. Their support team was very responsive in helping us out through the setup and resolving the issues. They have been incredibly awesome."
"Being able to create a series of chained jobs, which are basically linked jobs is valuable."
"Astro by Astronomer has positively impacted my organization because I can create more data pipelines to integrate into my medallion architecture, making it easy to do data engineering jobs."
"Astro by Astronomer has many integrations out of the box, making it easy to use and to access documentation."
"Astro by Astronomer has impacted my organization positively because all the automation that was done manually before is now automated and gives us more time to analyze and concentrate on important business matters."
"Astro by Astronomer has positively impacted my organization because it continuously follows the latest version of Airflow as an open-source project."
"Since I started using Astro by Astronomer, it has helped us to scale our data pipeline significantly, and without it, I could not have imagined achieving a flawless data pipeline."
"I saved a significant amount of time compared to my previous setup as I deployed Astro by Astronomer on my local machine in about five minutes, whereas with the Airflow documentation it took much more time and was very painful compared to the Astro by Astronomer deployment."
"I think the possibility to save time developing DAG in a smarter way with Astro by Astronomer is a significant benefit because, as I mentioned before, it suggests the best operator for your use case."
"Astro by Astronomer has positively impacted my organization by significantly improving developer productivity, reducing downtimes, alleviating overhead associated with upgrades, and delivering nearly a 45% reduction in cloud spending, translating to a high return on investment."
"There are no challenges in the sense that Autosys is a robust product with good performance."
"It is very valuable for us when we are trying to arrange or orchestrate jobs into a system. It is helpful for triggering jobs for a scheduled task."
"CA 7 Edition just performs its job day in, day out, with very little need to remediate any issues and has performed well for decades."
"​It scales very well. We can add jobs and remove jobs. We do not have problems maintaining the product across multiple environments and multiple servers.​"
"The Inherit Dependencies feature reduces scheduling errors for holiday processing."
"The most valuable features of AutoSys Workload Automation are the file transfer protocol and file watcher. The solution has a user-friendly user interface. It is very simple to use. You have a scope of all your jobs, jobs are what you call tasks that you will automate in the solution. It lets you monitor everything in these jobs."
"I find that it provides better agility in regards to job execution features."
"We're able to monitor a complex workload, easily see where we're at in our batch flows, and take care of problems before they become bigger issues."
 

Cons

"The ACL or access permission area needs to be improved. When it comes to defining and providing security permissions, it's a bit confusing if you are new to JAMS. JAMS needs to improve the features for security access or permissions."
"The error messages from JAMS often need clarification, hindering our ability to resolve issues swiftly."
"All my machines at work are Macs. JAMS client is a Windows-based thing."
"When looking at a folder in JAMS with many jobs, it would be good to have better information in the list display of what's inside those jobs. We get some information, but other important details are missing."
"JAMS doesn't allow us to implement SOC controls. We are a company that trades stocks on the New York Stock Exchange, so all our transactions are audited. It has a feature that saves the file for only a month but doesn't segregate the data between finance and SOC-related compliance."
"The UI could be better. There were some things that were not quite intuitive, such as the search tool. When we tried to search for jobs, we had to clear the entire search and then go in and enter the new search query. That's something that wasn't intuitive for a new user."
"We have had a lot of people working from home who can't always connect to the JAMS server. We use VPN, as most companies do, and we have it set up so that everybody can access the JAMS server. But many times, our people cannot access it... JAMS could do a better job of telling you what the problem is when you try to log in to the server."
"JAMS notifications for hung jobs could be improved."
"After using Astro by Astronomer for four years, I can say it has evolved significantly, which is positive; however, improving the debugging experience for complex workflows remains a pain point."
"One area for improvement is the recent change in the UI with task groups introduced in version two point three and above."
"I think Astro by Astronomer could improve by providing more visibility and webinars about the new features they are releasing for Airflow, as since we migrated to Astro, we have not had the opportunity to fully utilize or have considered that we are not using the latest up-to-date features."
"Astro by Astronomer can be improved always by integrating and being in attention with the capabilities that are emerging in the technology as well."
"I believe there is a need for improvement in Astro by Astronomer, especially regarding the strict limitation of 10 DBT deployments."
"Astro by Astronomer could improve by reducing costs or decreasing infrastructure management and having less dependency on Kubernetes so that the infrastructure is simpler."
"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."
"I believe my experience with pricing, setup, cost, and licensing could be better."
"Some of the reports are either a bit hard to understand or don’t give you what you might expect to see."
"The installation process is complex, and is pretty archaic."
"Support definitely needs improvement."
"We see improvement possibilities in the processing provision of predefined evaluations or individual objects, or in the Self Service portal, which can be used by any user to monitor objects or start objects."
"I would like to see two-factor authentication, since you see a lot of companies in the news for security breaches. That is a really big thing for us."
"Since Broadcom acquired it, the prices have increased. Many companies feel the same way and are looking for alternate solutions to replace AutoSys Workload Automation."
"The main push is the web UI."
"The scalability is poor because I cannot use it for all automation solutions."
 

Pricing and Cost Advice

"All licensing models are a little overpriced, but JAMS offers a good value, especially given their support response times and ability to handle unforeseen issues like the SFTP transfers. I hope to find more use cases to get a better bang for our buck."
"There are no additional costs other than the license for Fortra's JAMS which is affordable."
"The pricing is reasonable."
"The product is reasonably priced, and we don't have any add-ons."
"JAMS is close to the lower end of the pricing models for enterprise scheduling solutions. They are much cheaper than Control-M, as well as some other products that I've used. I also don't know of another solution where you can actually get true, unlimited licensing, where you can have as many instances and as many agents as you want."
"The licensing model for JAMS is straightforward and based on the number of agents, not the number of jobs you run. It's cheap and fairly simple."
"I haven't been involved in the financial side for several years, but we buy one host and unlimited agents, and we get a reasonable price for that. We're happy with the amount we pay and the scalability it provides."
"JAMS is relatively inexpensive, with additional costs only incurred for tags, other services, and optional support renewals."
Information not available
"The price of this solution is reasonable and there is an annual license required."
"I don't have information on the exact licensing cost of AutoSys Workload Automation because that's managed by the tools and financing teams. For agents, it's close to $4,00, but for the server setup, it's usually a one-time license initially, and it's AMC which is paid every year and comes close to $8,000 to $10,000."
"I certainly think the pricing is worth the value."
"The return on investment would be very high because doing things manually without this product would be extremely expensive."
"People need to pay attention to how they use their ESP agents on the distributed platform. That's where some of the cost comes in, based on how many you need or how many you use."
"It is overpriced."
"There is an annual license to use AutoSys Workload Automation."
"The pricing needs to be improved. Some of my client's complained that it was too expensive."
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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
7%
Financial Services Firm
34%
Manufacturing Company
8%
Outsourcing Company
6%
Retailer
5%
 

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 Business13
Midsize Enterprise5
Large Enterprise79
 

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?
In terms of improvements, I believe JAMS can enhance its user interface for better user experiences. I would like to ...
What is your primary use case for JAMS?
My primary use case for JAMS is enterprise workload automation and batch job orchestration. I use it to schedule and ...
What is your experience regarding pricing and costs for Astro by Astronomer?
My experience with pricing, setup cost, and licensing has been very good.
What needs improvement with Astro by Astronomer?
I think Astro by Astronomer could be improved by having more clarity in cost topics and how the cost associated with ...
What is your primary use case for Astro by Astronomer?
My main use case for Astro by Astronomer is to orchestrate data pipelines in the cloud and orchestrate an end-to-end ...
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 needs improvement with AutoSys Workload Automation?
There are areas of AutoSys Workload Automation that have room for improvement. They are implementing good enhancement...
 

Also Known As

No data available
No data available
CA Workload Automation, CA Workload Automation AE
 

Interactive Demo

Demo not available
Demo not available
 

Overview

 

Sample Customers

Teradata, Arconic, General Dynamics, Yum!, CVS Health, Comcast, Ghiradelli, & Boston’s Children’s Hospital
Information Not Available
Gaumont, Mercantil do Brasil, CCEE, Hanwha Life
Find out what your peers are saying about Astro by Astronomer vs. AutoSys Workload Automation and other solutions. Updated: August 2026.
909,679 professionals have used our research since 2012.