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Astro by Astronomer vs HCL 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
HCL Workload Automation
Ranking in Workload Automation
14th
Average Rating
8.6
Reviews Sentiment
6.4
Number of Reviews
4
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 HCL Workload Automation is 1.6%, down from 2.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Workload Automation Mindshare Distribution
ProductMindshare (%)
JAMS3.1%
Astro by Astronomer1.4%
HCL Workload Automation1.6%
Other93.9%
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.
reviewer2783334 - PeerSpot reviewer
SME at a computer software company with 5,001-10,000 employees
Automation has streamlined critical workloads and has reduced manual reporting efforts
In the future, I would like to see enhancements, particularly in the GUI console, the TDWC GUI console for the end user. We do not have many complaints, but I believe there is some slowness, which may be due to network connectivity. However, in some cases, we do experience lag in the TDWC console, which I think needs to be considered for improvement to speed up the end-user console. As of now, I do not have much clarity on any additional features that I would like to see included in HCL Workload Automation in the future or any functionality that requires enhancement at the moment.

Quotes from Members

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

Pros

"What my team needs are tools to reliably execute all the jobs, minimize the risks, and support high-availability, and JAMS does the job."
"The planning capabilities are most valuable."
"The most valuable feature is the easily accessible data in the database because we run a lot of SQL scripting against the database."
"JAMS has helped save IT staff time by automating tasks previously performed with scripts, and its scheduling feature has been particularly useful."
"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."
"One of the things I like the most, as a SQL DBA, is the fact that we can manipulate tables in the background. Also, the fact that you can have your own views and work with the product the way it fits best is a very helpful feature."
"We can see all the batch execution status within the tool itself, which saves money, time, and cost, allowing us to handle everything in one single tool."
"JAMS saves us on the order of thousands of hours per year."
"The best features Astro by Astronomer offers include a large operator and library that I can work with for different use cases."
"The return on investment has been remarkable, with savings exceeding seventy-five percent compared to previous manual cron job management."
"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."
"The positive impact of Astro by Astronomer has mainly been on team productivity and the standardization of development."
"Astro by Astronomer has had a positive impact on my organization mainly in terms of time savings and error reduction, since I seek to standardize all the processes within my framework."
"Astro by Astronomer has positively impacted my organization because it has helped me save time due to the big support and large community, allowing them to help me solve problems that I encounter while working with Astronomer."
"The best features that Astro by Astronomer offers are fairly fast deployment, convenient integration with Airflow, and it is quite easy to scale."
"Astro by Astronomer has positively impacted my organization because it is reliable, allowing me to depend on it for managing the Airflow instances along with the infrastructure and error handling."
"The scalability of HCL Workload Automation is essentially limitless, as I have worked with corporations running over a million flows per day without performance issues when scaling according to HCL's documentation."
"Easy to set up, it doesn't require a lot, you can start working immediately, and migration is increased while it decreases the cost of the project."
"HCL Workload Automation is more stable and secure, helping to avoid incidents and meet SLAs, making it a dependable tool."
"Easy to set up, it doesn't require a lot."
"We have good features, good utility, and excellent feedback from all our stakeholders and end users."
 

Cons

"There could be a better simulation for banning the termination. You have to simulate every one of the processes in order to have an idea for better planning. This kind of simulation is broken and needs improvement."
"It does validations when you try to delete an object and if there are any dependencies in place, the deletion process will not proceed... there is no information provided as to what it was that caused the validation to fail... it's quite a tedious process to find which object is getting in the way."
"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."
"JAMS notifications for hung jobs could be improved."
"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."
"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."
"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."
"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 one area for improvement for Astro by Astronomer would be to further expand the documentation and examples for more advanced scenarios, especially involving integrations with AWS, Amazon ECS, AWS Fargate, and Astronomer Cosmos."
"I believe my experience with pricing, setup, cost, and licensing could be better."
"Overall, my experience with Astro by Astronomer was very positive, but there are a few areas where it could improve."
"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."
"I think Astro by Astronomer can be improved for newcomers, especially regarding the installation, making it more friendly for Windows users, as we use WSL update."
"I think that one year ago, Astro by Astronomer needed to improve in reliability because it was a bit slow to develop and sometimes it crashed."
"One challenge I find with Astro by Astronomer is the cost because it is relatively higher than other tools."
"In the future, I would like to see enhancements, particularly in the GUI console, the TDWC GUI console for the end user."
"For increasing infrastructure or adding users, while the application is good, I do not think its current capability can handle the large volume of scripts at HDFC because critical applications require high performance when many scripts are running at night."
"The interface needs some improvements. It needs to be more user-friendly simplified."
"To improve HCL Workload Automation, I recommend focusing more on testing new features before release, as the aggressive roadmap has resulted in some features not being properly tested and working as expected."
 

Pricing and Cost Advice

"It's expensive, to be honest, but it does the job."
"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."
"There are no additional costs other than the license for Fortra's JAMS which is affordable."
"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."
"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."
"Our licensing is pretty cheap because we have a state solution. So, we pay only $1,000 a year."
"In the end, you'll find that it's really worth the price. There is some sticker shock, but it's worth every dime."
"The product is reasonably priced, and we don't have any add-ons."
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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
19%
Manufacturing Company
9%
Construction Company
6%
Retailer
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
No data available
 

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...
What needs improvement with HCL Workload Automation?
In the future, I would like to see enhancements, particularly in the GUI console, the TDWC GUI console for the end us...
What is your primary use case for HCL Workload Automation?
I use HCL Workload Automation for several use cases. In 2022, we had a migration where we needed to upgrade from 9.4 ...
What advice do you have for others considering HCL Workload Automation?
Regarding the impact of using HCL Workload Automation on reducing human error in operations, there is a checkpoint fe...
 

Interactive Demo

Demo not available
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Overview

 

Sample Customers

Teradata, Arconic, General Dynamics, Yum!, CVS Health, Comcast, Ghiradelli, & Boston’s Children’s Hospital
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Find out what your peers are saying about Astro by Astronomer vs. HCL Workload Automation and other solutions. Updated: August 2026.
909,153 professionals have used our research since 2012.