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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
6.4
Number of Reviews
45
Ranking in other categories
No ranking in other categories
Ab Initio Co>Operating System
Ranking in Workload Automation
19th
Average Rating
8.8
Reviews Sentiment
6.8
Number of Reviews
5
Ranking in other categories
Data Integration (29th)
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
 

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 Ab Initio Co>Operating System is 1.6%, up from 0.7% compared to the previous year. The mindshare of Astro by Astronomer is 1.4%, up from 0.9% 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%
Ab Initio Co>Operating System1.6%
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.
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.
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.

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."
"I didn't know about JAMS because I don't have a person with any challenges with the purchase administration. The feature or the user interface is user-friendly because of the readable icons or very descriptive icons. Though I'm a beginning user of JAMS, I had no issues using it."
"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."
"This feature helps my team day-to-day by running hundreds and hundreds of jobs on JAMS in a timely fashion, which is extremely important and sensitive, providing a lot of reporting to the entire firm and beyond."
"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."
"The fact that we no longer need to use Excel spreadsheets is huge."
"The product is easy to use."
"Ab Initio Co>Operating System support is the best I have encountered."
"Ab Initio Co>Operating System excels at providing data lineage regardless of the type of data I have."
"Ab Initio reaches the highest performance and is very flexible in processing huge amounts of data."
"The graphical interface of Ab Initio Co>Operating System is very easy to understand and allows me to visualize the data flow effectively."
"Co>Operating System's most valuable feature is its ability to process bulk data effectively."
"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."
"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 best features Astro by Astronomer offers include a large operator and library that I can work with for different use cases."
"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."
"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."
"It is mainly an improved version of Apache Airflow, and it has improved everything from the open source Airflow."
"Astro by Astronomer has many integrations out of the box, making it easy to use and to access documentation."
 

Cons

"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."
"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 documentation is not super... It's not as quick and slick as I'd like it to be."
"The search capability needs to be improved because when we try to search for a job, it's hard to do."
"One issue which can prevent jobs from running is when a script gets into a loop."
"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."
"Sometimes the UI is not the most responsive I've ever used. But because it does its job, I don't complain."
"The ACL or access permission area needs to be improved. When it comes to defining and providing security permissions, it's a bit confusing if you are new to JAMS. JAMS needs to improve the features for security access or permissions."
"Co>Operating System would be improved with more integrations for less well-known technologies."
"An awesome improvement would be big data solutions, for example, implementing some kind of business intelligence or neural networks for artificial intelligence."
"Ab Initio Co>Operating System is a costly technology."
"Ab Initio Co>Operating System is a very expensive product."
"While Ab Initio Co>Operating System has positive attributes, I find that certain features can sometimes be difficult to understand."
"Overall, my experience with Astro by Astronomer was very positive, but there are a few areas where it could improve."
"One area for improvement is the recent change in the UI with task groups introduced in version two point three and above."
"Astro by Astronomer could improve by reducing costs or decreasing infrastructure management and having less dependency on Kubernetes so that the infrastructure is simpler."
"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's CLI might be a little challenging, and having the CLI commands along with the documentation more readily available would be great."
"There are some downsides to the event-driven scheduling features since it is new."
"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."
"There is still a barrier for people who are not familiar with some of the prerequisite knowledge, but I do also think that is not something that needs to be fixed."
 

Pricing and Cost Advice

"The product is reasonably priced, and we don't have any add-ons."
"There are no additional costs other than the license for Fortra's JAMS which is affordable."
"JAMS is relatively inexpensive, with additional costs only incurred for tags, other services, and optional support renewals."
"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."
"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 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."
"Co>Operating System's pricing is on the expensive end since it tends to be used by big enterprises."
Information not available
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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
25%
Construction Company
10%
Comms Service Provider
8%
Healthcare Company
6%
Financial Services Firm
18%
Outsourcing Company
14%
University
8%
Computer Software Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business15
Midsize Enterprise14
Large Enterprise23
No data available
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise5
Large Enterprise24
 

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 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...
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...
 

Also Known As

No data available
Co>Operating System
No data available
 

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
A multinational transportation company
Information Not Available
Find out what your peers are saying about Ab Initio Co>Operating System vs. Astro by Astronomer and other solutions. Updated: August 2026.
908,834 professionals have used our research since 2012.