No more typing reviews! Try our Samantha, our new voice AI agent.

Astro by Astronomer vs Dollar Universe Workload Automation comparison

Why PeerSpot?
Sponsored
 

Comparison Buyer's Guide

Executive SummaryUpdated on Jun 3, 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
6.6
Number of Reviews
47
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
Dollar Universe Workload Au...
Ranking in Workload Automation
26th
Average Rating
6.6
Reviews Sentiment
7.0
Number of Reviews
3
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 Dollar Universe Workload Automation is 1.6%, down from 1.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Workload Automation Mindshare Distribution
ProductMindshare (%)
JAMS Scheduler3.4%
Astro by Astronomer1.3%
Dollar Universe Workload Automation1.6%
Other93.7%
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.
MH
Senior Presales Engineer at a computer software company with 51-200 employees
Highly stable, flexible pricing, and simple setup
As a new customer, you have the opportunity to explore the upcoming new versions of Dollar Universe Workload Automation which are set to bring about many changes and introduce exciting new features to make your life easier. However, if you are a new customer and starting from scratch, I would recommend choosing Automic instead. On the other hand, if you are an existing customer with valuable skills and knowledge of Dollar Universe, and you are content with the current features and functionalities, then it may be more beneficial for you to stick with a higher version of Dollar Universe Workload Automation. I rate Dollar Universe Workload Automation an eight out of ten.

Quotes from Members

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

Pros

"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."
"Fortra's JAMS helped us centralize job management across our platforms and applications. This is critical because we schedule tasks across multiple applications and operating systems, using triggers and start dates to coordinate their execution."
"I find the historical tracking feature of JAMS invaluable for reviewing past events."
"We also use the solution’s Interactive Agents. If we need to push something to our dealer portal, we can just drop a file in a folder and it goes. Running interactive tasks helps me users focus on business processes since I don’t have to take care of running the jobs manually."
"By using JAMS, my company has seen benefits such as getting to know about Google products and the latest features that are newly launched by Google, and they help me in building my projects portfolio and engaging with knowledge."
"The built-in triggers are great."
"The dashboard is intuitive."
"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."
"The return on investment has been remarkable, with savings exceeding seventy-five percent compared to previous manual cron job management."
"With Astro by Astronomer, we are paying less than before for MWAA, we are paying for the usage, we can offer Astro by Astronomer usage for other teams which did not have access to our AWS account, and we manage access for them, so it is also a bit easier."
"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."
"It is mainly an improved version of Apache Airflow, and it has improved everything from the open source Airflow."
"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."
"If you want a one-stop solution for your orchestration, I think Astro by Astronomer is the best place to look."
"The best features Astro by Astronomer offers include a large operator and library that I can work with for different use cases."
"I think that Astro by Astronomer is a good example of how data orchestration is important to the company when we think about big data and ingestion from many external companies or external institutions that bring to us data that is important to provide final products that can provide to the company the best decision-making in the future for the company regarding revenue, costs, and guidelines for the company that want to grow at a very fast pace."
"The most valuable features of Dollar Universe Workload Automation are stability and scalability."
"Some of the automation options are quite good."
"We have found the architecture and the features in the architecture to be quite good."
"The solution is easy to use and is one of its most valuable features...I rate its scalability a nine out of ten."
 

Cons

"I want JAMS to implement a global search function."
"The cost has definitely gone up tremendously. That is where I do know, as much as the feature sets are there, and if the newly acquired company is going to be doing a pushback, they might just say, 'Do we still need to pay this much? Or at that point, should we look into an alternative?'"
"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."
"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."
"All my machines at work are Macs. JAMS client is a Windows-based thing. It is all built on .NET, which makes perfect sense. However, that means in order for me to access it, I need to connect to a VPN, then log onto one of our Azure VMs in order to access the JAMS client. This is fine, but if for some reason I am unable to do so, it would be nice to be able to have a web-based JAMS client that has all the exact same functionality in it. There are probably a whole bunch of disadvantages that you would get with that as well, but that is definitely something that would make life easier in a few cases."
"As an admin, I would like to have a web-based GUI instead of a client application that we have to install on our PCs."
"JAMS lacks source control features. Our previous solution had job control language, but JAMS doesn't. When migrating between versions, JAMS doesn't migrate all the data, like job change history, etc. Also, the scheduler doesn't have a way to make jobs invisible, so you can temporarily turn a job off if you decide not to run it today."
"The documentation is not super... It's not as quick and slick as I'd like it to be."
"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."
"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."
"There are some downsides to the event-driven scheduling features since it is new."
"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."
"If I had to pick one thing that could be improved, it would be the speed when working in clouds."
"I believe my experience with pricing, setup, cost, and licensing could be better."
"Also, if we wanted to import data from outside, the price that they shared with us was higher than the actual tool that we are using right now."
"Astro by Astronomer could improve by reducing costs or decreasing infrastructure management and having less dependency on Kubernetes so that the infrastructure is simpler."
"We have a lot of issues with the product and its workflow capabilities."
"There are some features that don't work as expected."
"The interface of Dollar Universe Workload Automation could improve to something more modern. Additionally, Kubernetes is not an option to use in"
"The solution needs stability improvement when connecting to the script or trying to find something. It takes a few seconds to perform the function or needs a complete reorganization."
 

Pricing and Cost Advice

"There are no additional costs other than the license for Fortra's JAMS which is affordable."
"The pricing is reasonable."
"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."
"Fortra's JAMS pricing structure has deteriorated significantly since its acquisition by Fortra."
"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."
"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."
"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 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."
Information not available
"The price of Dollar Universe Workload Automation is comparable to other solutions on the market. There can be discounts available depending on the business."
report
Use our free recommendation engine to learn which Workload Automation solutions are best for your needs.
914,394 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Financial Services Firm
16%
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
19%
Manufacturing Company
9%
Construction Company
9%
Computer Software Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business15
Midsize Enterprise16
Large Enterprise25
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise6
Large Enterprise25
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?
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?
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...
Ask a question
Earn 20 points
 

Also Known As

No data available
No data available
CA Automic Dollar Universe
 

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
TCS Bancs, Gaumont, Bank Turkey
Find out what your peers are saying about Astro by Astronomer vs. Dollar Universe Workload Automation and other solutions. Updated: September 2026.
914,394 professionals have used our research since 2012.