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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
2nd
Average Rating
8.8
Reviews Sentiment
6.6
Number of Reviews
56
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 November 2026, in the Workload Automation category, the mindshare of JAMS Scheduler is 3.6%, up from 2.2% compared to the previous year. The mindshare of Astro by Astronomer is 1.3%, up from 1.2% compared to the previous year. The mindshare of AutoSys Workload Automation is 6.4%, down from 9.2% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Workload Automation Mindshare Distribution
ProductMindshare (%)
JAMS Scheduler3.6%
AutoSys Workload Automation6.4%
Astro by Astronomer1.3%
Other88.7%
Workload Automation
 

Featured Reviews

SP
Developer at a consultancy 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.
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

"JAMS Scheduler has positively impacted our organization by allowing us to avoid building custom tools and use something that is more enterprise-ready."
"JAMS has improved our productivity immensely because everything flows. I don't think we could operate at our current staffing levels without it."
"The fact that we no longer need to use Excel spreadsheets is huge. Before JAMS, every group was keeping track of their own batch jobs. Nobody really knew what the other jobs were. So, if jobs failed, other groups wouldn't necessarily know. With JAMS, everything is done through a single scheduler. You can choose who to notify."
"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."
"JAMS gives operations teams a single place to manage, monitor, and track job execution, which from my perspective as a developer improves coordination between teams because everyone has visibility into the status of critical workloads and simplifies troubleshooting since job history, execution status, and other relevant information are all easily accessible, ensuring that business-critical processes are executed consistently and reliably across the organization."
"The ability to sequence jobs is excellent; it means we don't have to schedule them individually, and if one fails, it doesn't unwind the entire workflow."
"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."
"JAMS offers diverse scheduling capabilities for any kind of job, including Linux, PowerShell scripts, and SQL, enabling automation of jobs, which has proven beautiful after three years of usage."
"If you want a one-stop solution for your orchestration, I think Astro by Astronomer is the best place to look."
"From a business perspective, we have achieved faster deployments, reduced manual effort, improved reliability, and faster troubleshooting."
"Astro by Astronomer has many integrations out of the box, making it easy to use and to access documentation."
"The best features Astro by Astronomer offers, in my opinion, are easy setup and good tutorials."
"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 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 positive impact of Astro by Astronomer has mainly been on team productivity and the standardization of development."
"Astro by Astronomer has positively impacted my organization by making work easier; tasks are getting completed in much less time than before."
"The flexibility in solving job scheduling challenges allows us to successfully integrate an acquired business’ fiscal close with our own, even though there is a lot of variance as to when they run in the calendar month."
"We’ve never had any issues; we run over 300,000 jobs a day and we have thousands of end users, at least 10,000 who can evaluate their flows and manage schedules."
"We use CA Workload Automation AE r11.3.6 to automate enterprise-wide scheduling and file transfers using an FTP plugin."
"We use technical support all the time, we would be lost without them, they're fantastic, really good job, and we're able to reach the right person to help us out right away."
"I prefer AutoSys over the other ones out there for ease of use, ease of understanding, and getting people to understand how the tool works."
"Running anything in crontab, you need to put a lot of logic into it to make it work. With this product, you don't have to worry about it. You have the schedule object where you put all the dates or holidays in it, and it does it for you."
"We automate recurring processes, keeping track of IT processes controlled worldwide."
"The solution is stable, there are no bugs or glitches, it does not crash or freeze, and it's reliable."
 

Cons

"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."
"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."
"With no programming experience, I find JAMS code-driven automation challenging due to the required PowerShell scripting."
"For the most part, JAMS is very stable. Occasionally, if you leave multiple windows open over a period of time, it is necessary to end that task and restart."
"To improve JAMS, it should resolve the issues with the JD Edwards application and the need for the SSH agent in the current version, which has been a problem for a while."
"I'm not sure if they have fixed it in a newer version, but there is no global search in the version I have. If I have multiple sub-folders that are named for business units, like HR or IT, and I have to search for a job, I cannot search from the top. I have to go to the HR folder to search for a particular job, or to the IT folder."
"I take off a star because of a particular job that I have scheduled for every Monday at 6:00 AM. The setting was unintuitive when it said 'workdays' because it turns out that twice this year it didn't run because Monday was a holiday."
"The UI is completely unintuitive. We had to go and open up a support ticket with JAMS just to get something back."
"One challenge I find with Astro by Astronomer is the cost because it is relatively higher than other tools."
"One area for improvement is the recent change in the UI with task groups introduced in version two point three and above."
"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."
"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 can be improved always by integrating and being in attention with the capabilities that are emerging in the technology as well."
"There are some downsides to the event-driven scheduling features since it is new."
"There is room for improvement around having an improved UI and also integration with other tools."
"I would recommend making it easier to read the logs in Astro by Astronomer because the logs are pretty hard to follow, especially for the pipelines that are processing much data, such as our DBT, where we have issues finding something in the logs."
"There is always something that can be improved, but I do like this product."
"Autosys is still lagging behind some competitive products from a functionality perspective."
"The WCC could be improved."
"The lack of documentation, that is an issue. When we do need to bring it down for maintenance, it is always a scary moment for us because we have never had it crash."
"The graphical interface can be improved."
"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."
"Upgrades to the GUI interface would be probably one of the biggest things they could do to improve."
"Some of the reports are either a bit hard to understand or don’t give you what you might expect to see."
 

Pricing and Cost Advice

"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."
"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."
"In the end, you'll find that it's really worth the price. There is some sticker shock, but it's worth every dime."
"This is a good product at a fair price."
"The pricing of JAMS has not been an issue for us, as it has allowed us to save time."
"It's expensive, to be honest, but it does the job."
Information not available
"I certainly think the pricing is worth the value."
"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."
"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."
"There is an annual license to use AutoSys Workload Automation."
"It is overpriced."
"The pricing needs to be improved. Some of my client's complained that it was too expensive."
"The return on investment would be very high because doing things manually without this product would be extremely expensive."
"The price of this solution is reasonable and there is an annual license required."
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Top Industries

By visitors reading reviews
Financial Services Firm
17%
Comms Service Provider
10%
Construction Company
10%
Manufacturing Company
9%
Financial Services Firm
15%
Outsourcing Company
14%
Educational Organization
13%
University
6%
Financial Services Firm
30%
Outsourcing Company
9%
Manufacturing Company
7%
Retailer
5%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business17
Midsize Enterprise18
Large Enterprise30
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?
My experience with pricing for JAMS Scheduler was good. The pricing was reasonable, and the vendor only charged us fo...
What needs improvement with JAMS?
JAMS Scheduler can be improved by sectioning off credentials and also the web functionality and setting that up.
What is your primary use case for JAMS?
My main use case for JAMS Scheduler is to trigger integrations as well as send out alerts and reports. For sending al...
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 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: November 2026.
920,929 professionals have used our research since 2012.