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Ab Initio Co>Operating System vs Astro by Astronomer 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
6.9
Number of Reviews
38
Ranking in other categories
No ranking in other categories
Ab Initio Co>Operating System
Ranking in Workload Automation
18th
Average Rating
8.8
Reviews Sentiment
6.8
Number of Reviews
5
Ranking in other categories
Data Integration (27th)
Astro by Astronomer
Ranking in Workload Automation
27th
Average Rating
0.0
Number of Reviews
0
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of April 2026, in the Workload Automation category, the mindshare of JAMS is 2.7%, up from 1.7% compared to the previous year. The mindshare of Ab Initio Co>Operating System is 1.3%, up from 0.7% compared to the previous year. The mindshare of Astro by Astronomer is 1.5%, up from 0.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Workload Automation Mindshare Distribution
ProductMindshare (%)
JAMS2.7%
Ab Initio Co>Operating System1.3%
Astro by Astronomer1.5%
Other94.5%
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.
reviewer2777331 - PeerSpot reviewer
Data Analyst at a tech services company with 11-50 employees
Metadata-driven lineage has transformed our data governance and delivers flexible integration
While Ab Initio Co>Operating System has positive attributes, I find that certain features can sometimes be difficult to understand. When I have too many import feeds opened, they can conflict with each other. If I'm using two separate import feeds for running my codes and they contain the same code inside, they experience conflicts, which creates difficulties. I believe this should not occur because it requires me to clear the work queue to run my import feed. I don't believe there are any missing features in Ab Initio Co>Operating System so far, but I would appreciate a better search feature. The global search is excellent, but a more in-depth search feature that allows me to search within the feeds or assets would be beneficial.
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Top Industries

By visitors reading reviews
Financial Services Firm
16%
Construction Company
13%
Manufacturing Company
8%
Computer Software Company
7%
Financial Services Firm
27%
Construction Company
9%
Comms Service Provider
6%
Healthcare Company
6%
Financial Services Firm
34%
Healthcare Company
15%
Computer Software Company
4%
Media Company
4%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business13
Midsize Enterprise8
Large Enterprise19
No data available
No data available
 

Questions from the Community

What is your experience regarding pricing and costs for JAMS?
My thoughts on the pricing of JAMS are that I won't say it is cheap, but it is cost-efficient, and that should be acc...
What needs improvement with JAMS?
An area that has room for improvement is related to the AWS RDS and database part, where they said that is in progres...
What is your primary use case for JAMS?
My use case is in batch scheduling and managing the batch jobs.
What needs improvement with Ab Initio Co>Operating System?
While Ab Initio Co>Operating System has positive attributes, I find that certain features can sometimes be difficu...
What is your primary use case for Ab Initio Co>Operating System?
The flexibility of data type and source integration for my IT ecosystem is excellent because Ab Initio Co>Operatin...
What advice do you have for others considering Ab Initio Co>Operating System?
I have not been involved in the security access of the platform's data security features, but I know that Ab Initio C...
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Also Known As

No data available
Co>Operating System
No data available
 

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
A multinational transportation company
Information Not Available
Find out what your peers are saying about BMC, Broadcom, JAMS Software and others in Workload Automation. Updated: April 2026.
886,906 professionals have used our research since 2012.