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Amazon Managed Workflows for Apache Airflow vs Dollar Universe Workload Automation comparison

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Executive Summary

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
6.7
Number of Reviews
37
Ranking in other categories
No ranking in other categories
Amazon Managed Workflows fo...
Ranking in Workload Automation
21st
Average Rating
6.6
Reviews Sentiment
5.7
Number of Reviews
2
Ranking in other categories
No ranking in other categories
Dollar Universe Workload Au...
Ranking in Workload Automation
24th
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 January 2026, in the Workload Automation category, the mindshare of JAMS is 2.6%, up from 1.6% compared to the previous year. The mindshare of Amazon Managed Workflows for Apache Airflow is 1.7%, up from 0.5% compared to the previous year. The mindshare of Dollar Universe Workload Automation is 1.8%, up from 1.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Workload Automation Market Share Distribution
ProductMarket Share (%)
JAMS2.6%
Amazon Managed Workflows for Apache Airflow1.7%
Dollar Universe Workload Automation1.8%
Other93.9%
Workload Automation
 

Featured Reviews

reviewer2770605 - PeerSpot reviewer
Cloud Engineer at a financial services firm with 501-1,000 employees
Has streamlined complex job scheduling across scripting languages while reducing manual effort
JAMS could be improved with a web client that is accessible and as fast as a normal website, eliminating the need to RDP to the servers to access the JAMS client. A functionality running on the JAMS server to continuously check the JAMS agents would ensure they are working properly. If an agent is not responding, a feature to restart the service from the job server machine would be beneficial. The upgrade process, particularly when switching from V6 to V7, could be clearer in terms of documentation, ideally with screenshots showing exactly what needs to be done on each screen.
IP
Business and Technology Strategy Lead at Cognix Inc
Operational workflows improve as we address needs but technical support costs affect resources
Amazon Managed Workflows for Apache Airflow is easy to use and offers great scalability. The more we include and extend our capabilities, we can easily scale up according to our needs. When we compare it to other tools in the market, such as Control-M and other technologies, Airflow offers a lot of flexibility. Using this tool minimizes costs and maximizes efficiency.
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

"I appreciate JAMS for its readily available templates that allow me to create and deliver stand-up presentations within minutes quickly."
"The overall product is fantastic. I love it. It has been a fantastic, solid product. If I have one tiny bit of a problem with it, the support team gets in touch with me right away. I don't know if I've had another service that has been as fantastic as the JAMS support team."
"The interface is good, and it's very easy to define and create jobs. If a job is not running or there is an error, the solution will send an email. That's all very good and very useful."
"We looked at other companies, like VisualCron, that were cheaper, but one of the main sticking points was the fact that they wouldn't have provided a central location for us to monitor across all servers. That was one of the biggest selling points of JAMS."
"The product is easy to use."
"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."
"The built-in triggers are great."
"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."
"Amazon Managed Workflows for Apache Airflow is easy to use and offers great scalability; the more we include and extend our capabilities, we can easily scale up according to our needs."
"One of the product's main strengths is that it is well-suited for a DevOps pattern, allowing us to automate our CI/CD pipeline."
"Some of the automation options are quite good."
"The most valuable features of Dollar Universe Workload Automation are stability and scalability."
"The solution is easy to use and is one of its most valuable features...I rate its scalability a nine out of ten."
 

Cons

"JAMS notifications for hung jobs could be improved."
"The search capability needs to be improved because when we try to search for a job, it's hard to do."
"The biggest area with room for improvement is the area that my organization benefits the most from using JAMS, and that is in custom execution methods. I happen to have a very good C# developer. Ever since we got JAMS, he has spent a lot of time talking to JAMS developers, researching the JAMS libraries, and creating custom execution methods. He's gotten very good at it. He is now able to create them and maintain them very easily, but that knowledge was hard-won knowledge. It was difficult to come by, and if I should ever lose this developer, then I would be hard-pressed to find anyone who could create JAMS custom execution methods quite as well as he can since there really isn't all that much help, such as documentation or information, available on how to create custom execution methods."
"The monitoring of the JAMS product and its performance is an area of concern for me."
"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 client is horrible. Every time JAMS puts out a survey on what they can improve, I always say, "The client: When you are setting up jobs, it is quite horrible." The response has been, "Well, we are just using the Windows foundation," and I am like, "Why isn't it only your product?" We can get around it now that we know its quirks, but it is not the most user-friendly of tools out there. The UI is completely unintuitive. We had to go and open up a support ticket with JAMS just to get something back. It is not user-friendly at all."
"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 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."
"To be very honest, technical support from AWS is extremely expensive."
"The documentation provided is good."
"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."
"There are some features that don't work as expected."
 

Pricing and Cost Advice

"The product is reasonably priced, and we don't have any add-ons."
"JAMS is priced competitively compared to similar solutions and offers flexible licensing options to cater to user needs."
"Take advantage of its scalability. You can start small. The initial cost is very reasonable. Once you have started picking up the tool and adopting it, then you can scale up from there and buy more agents."
"It's expensive, to be honest, but it does the job."
"In the end, you'll find that it's really worth the price. There is some sticker shock, but it's worth every dime."
"Definitely check how many single processes you want to run and count them as jobs. That is how you would work out your pricing on JAMS. For example, if you're running a number of commands and you can put them all into one script and run that script, you can count that as one job."
"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 is not an inexpensive solution but it is less expensive than other options."
"The price of Dollar Universe Workload Automation is comparable to other solutions on the market. There can be discounts available depending on the business."
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Top Industries

By visitors reading reviews
Financial Services Firm
14%
Computer Software Company
11%
Manufacturing Company
10%
Healthcare Company
5%
Financial Services Firm
25%
Outsourcing Company
8%
Comms Service Provider
6%
Transportation Company
6%
Financial Services Firm
26%
Manufacturing Company
11%
Computer Software Company
9%
Government
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business11
Midsize Enterprise8
Large Enterprise18
No data available
No data available
 

Questions from the Community

What do you like most about JAMS?
I find the historical tracking feature of JAMS invaluable for reviewing past events.
What is your experience regarding pricing and costs for JAMS?
They recently switched to subscription-based pricing, which increased. The price is fair considering the functionalit...
What needs improvement with JAMS?
As far as we are using JAMS version 6, it looks good and there is nothing major to add about it. Everything is functi...
What is your experience regarding pricing and costs for Amazon Managed Workflows for Apache Airflow?
I rate the product pricing a five. It is not an inexpensive solution but it is less expensive than other options like...
What needs improvement with Amazon Managed Workflows for Apache Airflow?
Customization in general depends on the use cases that we are trying to address, but I don't have a specific thing ri...
What advice do you have for others considering Amazon Managed Workflows for Apache Airflow?
Custom Generalizations do not directly correlate with specific sections conventional to reviews. Less clarity on dire...
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Also Known As

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CA Automic Dollar Universe
 

Interactive Demo

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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 Amazon Managed Workflows for Apache Airflow vs. Dollar Universe Workload Automation and other solutions. Updated: January 2026.
881,082 professionals have used our research since 2012.