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AppWorx Workload Automation 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:
 

ROI

Sentiment score
5.3
JAMS enhances efficiency, reducing IT labor and costs, optimizing resources, and allowing focus on critical tasks, despite licensing costs.
Sentiment score
8.2
AppWorx Workload Automation improves efficiency and ROI by enhancing automation, monitoring, and reducing job creation and management times.
Sentiment score
3.3
Astro by Astronomer boosts productivity and reduces costs by optimizing resources, enhancing efficiency, and lowering infrastructure expenses.
The design of JAMS makes it very easy to copy jobs and make minimal changes while ensuring functionality.
Cloud Engineer at a financial services firm with 501-1,000 employees
The cost has definitely gone up tremendously.
Principal Data Base And Infrastructure Engineer at a outsourcing company with 501-1,000 employees
It saved IT time by 50%.
Vice President, Information Technology at a financial services firm with 501-1,000 employees
The product manages workloads efficiently, allowing our operators to learn and operate it quickly, which underscores its value to our business.
IT Infrastructure Manager with 10,001+ employees
It has significantly reduced the time required for tasks that were previously manual, such as running batch and online jobs and report submissions.
Senior Developer at a manufacturing company with 5,001-10,000 employees
I am still working with the same number of employees, but the deliverables, quality, and development lifecycle have become shorter.
Manager, Project Development at a tech vendor with 10,001+ employees
The return on investment has been remarkable, with savings exceeding seventy-five percent compared to previous manual cron job management.
MLOps | Senior Data Engineer at Walmart Global Tech India
Now, currently, after Astro by Astronomer, we could manage it for probably one thousand five hundred to one thousand eight hundred dollars per month.
Data Platform Engineer at Babbel
 

Customer Service

Sentiment score
6.1
JAMS is praised for its quick, knowledgeable customer service, offering proactive support with effective solutions like code examples.
Sentiment score
7.0
AppWorx support is praised for efficiency and availability, though experiences vary due to agreements and third-party complexities.
Sentiment score
4.8
Astro by Astronomer provides effective support and education, with fast responses and a user-friendly platform minimizing direct assistance need.
Their response is prompt, exemplifying how support should be.
Manager of Reliability Engineering and Security Operations at a computer software company with 501-1,000 employees
They are very quick to respond depending on the issue's severity.
System Engineer at a financial services firm with 1,001-5,000 employees
We contacted JAMS vendor, who guided us through the necessary steps, and after following their guidance, everything was resolved.
ETL Data Engineer at a tech vendor with 10,001+ employees
Their current support level is really good.
IT Infrastructure Manager with 10,001+ employees
Technical support is managed by third parties now, which complicates direct customer assistance from Broadcom.
Senior Developer at a manufacturing company with 5,001-10,000 employees
I have some SLA agreements, and more than 95 percent of the time, I have seen those SLAs get met.
Manager, Project Development at a tech vendor with 10,001+ employees
We use Airflow connections variables or have integrated with a secret manager like Azure Key Vault to securely manage credentials.
Consultant at a tech vendor with 10,001+ employees
Additionally, we have a bi-weekly call with the Astro by Astronomer product team where they guide us to the new features.
Data Platform Engineer at Babbel
 

Scalability Issues

Sentiment score
5.6
JAMS is scalable, efficiently managing thousands of jobs, adaptable to various environments, and supports seamless infrastructure expansion.
Sentiment score
6.7
AppWorx Workload Automation's scalability receives mixed reviews, with outdated tech challenges yet some users report satisfactory performance.
Sentiment score
5.7
Astro by Astronomer ensures seamless scalability with effective workload handling and resource adjustment through Celery and Kubernetes integration.
Those are situations where it has helped us to just say that we don't really care in which tech stack that we are in, whether it's latest or not, but the forward as well as the backward compatibility has been of great help.
Principal Data Base And Infrastructure Engineer at a outsourcing company with 501-1,000 employees
We might be underutilizing it, but as more jobs require processing, additional servers would be necessary.
System Engineer at a financial services firm with 1,001-5,000 employees
JAMS's scalability is noteworthy; we run 6,000 jobs per day without facing any problems.
Cloud Engineer at a financial services firm with 501-1,000 employees
The scalability of Astro by Astronomer is good and quite easy, and it is maintained as a service by the Astronomer team.
Manager, Project Development at a tech vendor with 10,001+ employees
We do not have to worry about selecting the right worker size, and it is quite scalable.
Data Platform Engineer at Babbel
Since it is a managed Airflow platform, it can scale its underlying worker nodes to support more concurrent DAGs and tasks without requiring us to manually manage infrastructure.
Consultant at a tech vendor with 10,001+ employees
 

Stability Issues

Sentiment score
7.1
JAMS is highly reliable and stable, with minimal downtime and infrequent failures, even under heavy execution volumes.
Sentiment score
8.6
AppWorx Workload Automation is highly stable and reliable, with users confident in its performance despite minor connectivity issues.
Sentiment score
8.1
Astro by Astronomer is valued for stability, despite challenges with integrations, and has improved reliability in recent versions.
We experience periods of major incidents annually due to capacity constraints, which result in job failures.
Manager of Reliability Engineering and Security Operations at a computer software company with 501-1,000 employees
Being on the new version, there's been zero downtime.
System Engineer at a financial services firm with 1,001-5,000 employees
When the servers are under high load, it can take more than one day sometimes.
Internship (Engineer) at a consultancy with 11-50 employees
We have not faced any real issues, and it’s the main reason why we haven't enabled a lot of the redundancy features.
IT Infrastructure Manager with 10,001+ employees
When we migrated to Astro by Astronomer, those were some of the challenges that we had to overcome.
Data Platform Engineer at Babbel
In my experience, we did not face any major outages caused by Astro by Astronomer itself.
Consultant at a tech vendor with 10,001+ employees
In my experience, Astro by Astronomer has been stable, especially with the recent version, which has resolved issues that were present in earlier versions.
Data Engineer at a outsourcing company with 201-500 employees
 

Room For Improvement

JAMS users seek an intuitive UI, enhanced search, better documentation, integrations, monitoring, performance, and clearer deletion dependencies.
AppWorx Workload Automation needs improvements in UI, security, scalability, AI, mainframe support, and simplified licensing.
Users seek improvements in cost, UI, integration, debugging, multi-tenancy, AI, navigation, and installation for Astro by Astronomer.
Another area for improvement would be the addition of source control for jobs internally, as this feature would solve several problems for me.
Manager of Reliability Engineering and Security Operations at a computer software company with 501-1,000 employees
A major improvement would be the integration of AI to help us accomplish various tasks.
System Engineer at a financial services firm with 1,001-5,000 employees
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.
ETL Data Engineer at a tech vendor with 10,001+ employees
AppWorx Workload Automation does not support mainframe environments.
IT Infrastructure Manager with 10,001+ employees
Licensing fees have increased as they charge based on executions rather than user agents, causing higher costs.
Senior Developer at a manufacturing company with 5,001-10,000 employees
I think Astro by Astronomer could improve its pricing, as it is really expensive, especially if you want to have large use in a large-scale enterprise edition, which requires you to create a VPC hosted instance that significantly increases expenses.
Data Engineer at a outsourcing company with 201-500 employees
The infrastructure is simpler without Kubernetes dependency.
Data Scientist at a manufacturing company with 10,001+ employees
If I had to think of one area where I see potential for improvement, it would be integration with infrastructure virtualized services like vCenter, Hyper-V, and storage systems like Hitachi and IBM FlashSystem.
Systems Analyst at a tech vendor with 10,001+ employees
 

Setup Cost

JAMS offers competitive pricing, flexible licensing, and value despite recent price changes from Fortra's acquisition, outperforming alternatives.
AppWorx Workload Automation pricing receives mixed reviews, with concerns about high costs impacting license renewals and cost structure changes.
Enterprise users find Astro's pricing high, but appreciate zero downtime despite the need for more flexible options.
The price is fair considering the functionality and importance of the tool, although the increase did unsettle our management.
System Engineer at a financial services firm with 1,001-5,000 employees
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 acceptable.
Consultant at HCLSoftware
The pricing and licensing were fair.
Database Analyst / Architect at a healthcare company with 1,001-5,000 employees
Licensing now depends on execution counts as opposed to agent counts, leading to increased costs.
Senior Developer at a manufacturing company with 5,001-10,000 employees
The licensing is fair and reasonable for what the product offers.
IT Infrastructure Manager with 10,001+ employees
I think it would be beneficial if pricing were more flexible based on organizational workloads and offered dynamic pricing options.
Manager, Project Development at a tech vendor with 10,001+ employees
Astro by Astronomer seems to have zero downtime, which used to be around 40 minutes when doing an MWAA deployment.
Data Platform Engineer at Babbel
I have no issues with Astro by Astronomer regarding setup costs or security capabilities.
Data Engineer at a non-profit with 1-10 employees
 

Valuable Features

JAMS enhances workflow efficiency with flexible scheduling, robust automation, seamless integration, and comprehensive management, optimizing resources and operations.
AppWorx Workload Automation offers reliable and flexible scheduling, AI integration, and user-friendly interface for efficient workload management.
Astro by Astronomer enhances productivity with its user-friendly UI, seamless CI/CD, and efficient Airflow management for teams.
JAMS has positively impacted my organization by completely removing the headache of scheduling jobs, not just for the organization but for all internal operations teams need.
Cloud Engineer at a financial services firm with 501-1,000 employees
JAMS helps centralize the management of jobs on all of my platforms and applications, which has helped my organization significantly.
Consultant at HCLSoftware
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.
Principal Data Base And Infrastructure Engineer at a outsourcing company with 501-1,000 employees
AppWorx Workload Automation's simplicity and powerful functionality are its most valuable features for us.
IT Infrastructure Manager with 10,001+ employees
Atomic Applications Manager is user-friendly and accommodates around 100 users who can monitor and run their jobs effectively.
Senior Developer at a manufacturing company with 5,001-10,000 employees
I value the scalability because my tasks have more than 500 jobs running, and automatic scaling handles increased workloads without requiring manual infrastructure changes.
Manager, Project Development at a tech vendor with 10,001+ employees
The migration capabilities save huge amounts of time and effort. This will not be a small win; it will be a massive win.
Data & AI Engineer at a retailer with 10,001+ employees
I have seen improvements in response times and error reduction since using Astro by Astronomer.
Ingeniero En Machine Learning at a media company with 5,001-10,000 employees
 

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
AppWorx Workload Automation
Ranking in Workload Automation
15th
Average Rating
8.2
Reviews Sentiment
7.2
Number of Reviews
11
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
 

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 AppWorx Workload Automation is 2.5%, up from 1.5% 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%
AppWorx Workload Automation2.5%
Other93.0%
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.
Srikanth Gubba - PeerSpot reviewer
Senior Developer at a manufacturing company with 5,001-10,000 employees
Automation boosts efficiency with a user-friendly interface
Currently, I have switched to negotiating through third-party vendors for licensing, which has made it more expensive. Broadcom should address this by dealing directly with customers again. Licensing fees have increased as they charge based on executions rather than user agents, causing higher costs. Technical support also involves third-party interactions, complicating direct assistance from Broadcom.
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.
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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
13%
Manufacturing Company
10%
University
9%
Healthcare Company
8%
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
By reviewers
Company SizeCount
Small Business3
Midsize Enterprise2
Large Enterprise8
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 is your experience regarding pricing and costs for AppWorx Workload Automation?
Compared to other tools, it is now expensive. Licensing now depends on execution counts as opposed to agent counts, l...
What needs improvement with AppWorx Workload Automation?
Currently, I have switched to negotiating through third-party vendors for licensing, which has made it more expensive...
What is your primary use case for AppWorx Workload Automation?
In general, I use Atomic Applications Manager to manage our unique servers in our cloud infrastructure, specifically ...
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
CA Automic Applications Manager
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
Sandvik, Hanwha Life
Information Not Available
Find out what your peers are saying about AppWorx Workload Automation vs. Astro by Astronomer and other solutions. Updated: August 2026.
909,153 professionals have used our research since 2012.