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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 Scheduler
Sponsored
Ranking in Workload Automation
3rd
Average Rating
8.8
Reviews Sentiment
6.5
Number of Reviews
46
Ranking in other categories
No ranking in other categories
Astro by Astronomer
Ranking in Workload Automation
6th
Average Rating
8.2
Reviews Sentiment
4.9
Number of Reviews
30
Ranking in other categories
No ranking in other categories
AutoSys Workload Automation
Ranking in Workload Automation
5th
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 September 2026, in the Workload Automation category, the mindshare of JAMS Scheduler is 3.4%, up from 2.0% 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 AutoSys Workload Automation is 6.4%, down from 10.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Workload Automation Mindshare Distribution
ProductMindshare (%)
JAMS Scheduler3.4%
AutoSys Workload Automation6.4%
Astro by Astronomer1.3%
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

"Previously, we manually managed file transfers by writing our scripts. The automated MFT feature is great for me and the company. It helps us know where the files are going and enables us to track errors if anything fails. It also makes the connection seamless for third-party vendors."
"JAMS has helped save IT staff time by automating tasks previously performed with scripts, and its scheduling feature has been particularly useful."
"I find the historical tracking feature of JAMS invaluable for reviewing past events."
"Getting JAMS in place was a game changer for us back then."
"It makes everything that we want to do so much easier. We have had a number of instances in the past where we have had developers who have been working on a project, and even though we have had JAMS for all these years, they will create some SQL Server Agent job, or something like that, to run a task. When it is in code review and development is complete, the question always comes around, "Can JAMS do this?" The answer has always been, "Yes." Pretty much anything we have ever developed could be run by JAMS."
"JAMS has been a beneficial monitoring tool for our project in terms of being able to deliver data that is essential for users."
"The feature or capability to import a job is most valuable. We can import an existing job from different platforms, and all the configurations get migrated as well without modifying the code, job schedule, etc."
"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."
"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."
"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 because it continuously follows the latest version of Airflow as an open-source project."
"Astro by Astronomer has positively impacted my organization by making work easier; tasks are getting completed in much less time than before."
"If you want a one-stop solution for your orchestration, I think Astro by Astronomer is the best place to look."
"Astro by Astronomer has positively impacted my organization because it is open source code, so we can use it in AWS, Azure, GCP, or on servers that we have on-premise, ensuring we can use it in every situation."
"The best features Astro by Astronomer offers include a large operator and library that I can work with for different use cases."
"It is mainly an improved version of Apache Airflow, and it has improved everything from the open source Airflow."
"It has streamlined our scheduling and cut down our overall run time; not in half, but significantly."
"The most valuable feature is the ease of coding up schedules to run jobs in both the mainframe and distributed environments."
"We definitely can count on it being up all the time."
"It is stable, it works, and it does what it is supposed to."
"AutoSys significantly reduces manual effort."
"After we started using CA Workload Automation, everything became one integrated system and it makes the troubleshooting and monitoring much easier."
"The initial setup is easy."
"It is very stable and we haven't had any problems."
 

Cons

"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."
"The JAMS automation code isn't so clean."
"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."
"The only thing that they could improve on is the fact that they don't have a browser version of JAMS. They've got all the bits and pieces there if you want to build your own web version of it. It does come with a web client, but it's pretty clunky. They could improve on that."
"If there were a softcover book on how to really take advantage of all of JAMS' tools, I would buy it. I do better with training books than online searching, so a book would be helpful."
"One thing that I know that the JAMS people said that they were working on that would be huge for us is a search capability so that you could search for tasks. It may be available in version 7 or in a future release of 7. I think that's on their roadmap. But right now, for us to do a search, we have to search through database queries."
"JAMS notifications for hung jobs could be improved."
"I want JAMS to implement a global search function."
"I think there is an aspect of the tool that has caused me some difficulty, which is the scheduler, and I think it could be more intuitive or efficient."
"Sometimes we experience performance bottlenecks, depending on the time we are running DAGs simultaneously."
"One challenge I find with Astro by Astronomer is the cost because it is relatively higher than other tools."
"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."
"There is still a barrier for people who are not familiar with some of the prerequisite knowledge, but I do also think that is not something that needs to be fixed."
"Astro by Astronomer could improve by reducing costs or decreasing infrastructure management and having less dependency on Kubernetes so that the infrastructure is simpler."
"Astro by Astronomer's CLI might be a little challenging, and having the CLI commands along with the documentation more readily available would be great."
"Astro by Astronomer can be improved by adding a full library for dates, working, and interfacing with the diagrams."
"They could do better supporting it. They have too many of the same type of products, so sometimes it doesn't get as much attention as it should."
"There is a slow response time by tech support. Unless, you say it's severity level one. That will give you a two hour timing window for them to call you. It doesn't really happen exactly in two hours, but they try."
"This is probably something you don't want to hear, but support seems to be getting worse over the years."
"The reporting system, currently, could be better."
"More benefits with the agent upgrades, and that's about it. Other than that we have no complaints with it. It's been awesome."
"The main push is the web UI."
"SQL server clustering is not supported."
"Performance improvements in the UI would be appreciated."
 

Pricing and Cost Advice

"JAMS is priced competitively compared to similar solutions and offers flexible licensing options to cater to user needs."
"There are no additional costs other than the license for Fortra's JAMS which is affordable."
"For what it does, the product is priced very well."
"It's expensive, to be honest, but it does the job."
"The pricing is very fair. We have seen very minimal to no price increases over the years. We are not banging down the door of support all the time either. I would imagine if we were a company that submitted a dozen support tickets a week for the last nine years, then it might be a little different because we would be eating up everybody's time. However, for what we get out of it, the pricing is extremely fair. Back when we were originally looking and brought in JAMS, we were looking at a couple of the other competitive products that were in this space, but the pricing from JAMS was far and away better than what the other competitors could offer for the same functionality."
"It was $10,000 for the first year. Then, there is a maintenance cost for licensing every year that we get billed $5,000 for every year."
"The product is reasonably priced, and we don't have any add-ons."
"It's certainly a lot cheaper than Tivoli and Control-M. In comparison to them, you get a lot more bang for your buck. You get pretty much the whole functionality and more, in some cases, when compared to Control-M, but at a fraction of the price."
Information not available
"There is an annual license to use AutoSys Workload Automation."
"CA pricing has been a problem, and not looked upon favorably here at all."
"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."
"We paid to use the solution monthly."
"It is overpriced."
"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."
"Validate how many agents you need beforehand."
"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
11%
Comms Service Provider
10%
Manufacturing Company
9%
Financial Services Firm
15%
Outsourcing Company
14%
Educational Organization
13%
University
7%
Financial Services Firm
33%
Outsourcing Company
9%
Manufacturing Company
7%
Insurance Company
4%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business15
Midsize Enterprise16
Large Enterprise23
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise6
Large Enterprise25
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?
Astro by Astronomer can be improved; they are doing a lot of progress on observability. How to see how all the pipeli...
What is your primary use case for Astro by Astronomer?
My main use case for Astro by Astronomer is to manage our data pipelines, to run DBT processes, and to run all data f...
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: September 2026.
913,924 professionals have used our research since 2012.