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Astro by Astronomer vs Redwood RunMyJobs 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 Scheduler
Sponsored
Ranking in Workload Automation
2nd
Average Rating
8.8
Reviews Sentiment
6.6
Number of Reviews
56
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
Redwood RunMyJobs
Ranking in Workload Automation
19th
Average Rating
9.6
Reviews Sentiment
7.0
Number of Reviews
30
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of November 2026, in the Workload Automation category, the mindshare of JAMS Scheduler is 3.6%, up from 2.2% compared to the previous year. The mindshare of Astro by Astronomer is 1.3%, up from 1.2% compared to the previous year. The mindshare of Redwood RunMyJobs is 3.4%, down from 8.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Workload Automation Mindshare Distribution
ProductMindshare (%)
JAMS Scheduler3.6%
Astro by Astronomer1.3%
Redwood RunMyJobs3.4%
Other91.7%
Workload Automation
 

Featured Reviews

SP
Developer at a consultancy with 1,001-5,000 employees
Centralized scheduling has improved automation and reduces manual monitoring for complex workflows
The best features JAMS Scheduler offers are centralized job scheduling, dependency management, and monitoring. I also appreciate the alerts and retry options because they help us handle failures without constantly checking jobs manually. Centralized scheduling makes it easier to manage all our jobs from one place instead of maintaining multiple schedulers or scripts. Dependency management is especially useful for chaining workflows because JAMS Scheduler can automatically trigger the next job only when the required previous step completes successfully. Another useful feature is the monitoring and alerting. If a scheduled job fails or runs longer than expected, we can quickly identify it and take action, which is particularly helpful for production support and reducing manual monitoring. JAMS Scheduler has helped quite a bit with identifying common job failures, missed schedules, dependency issues, and execution errors. The alerts and job history make it easier to identify the failure point and take corrective action without manually checking every workflow. JAMS Scheduler's code-driven automation has been useful for handling more complex scheduling logic and workflows that go beyond simple time-based triggers. It is important for us because we can combine scripts, dependencies, conditions, and parameters to support different production scenarios without creating too much manual intervention.
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.
reviewer2138001 - PeerSpot reviewer
Sr. Demantra consultant at Capgemini
Easy to organize, monitor, and control all jobs
The most valuable aspects of the solution are: 1. The ability to schedule tasks and jobs on multiple platforms (SAP and Non-SAP) and monitor the jobs. 2. Its ability to organize, monitor, control, and schedule all jobs and activities. 3. Redwood is a more powerful tool and provision to automate any tasks/jobs than any other tool in Batch scheduling (automatic and other tools). 4. It has advanced features like dashboards where users can see all statistics. 5. It has an alert mechanism feature; if any job fails, it triggers notifications. 6. Different security functionality for restricting users to certain functions (read/write). 7. Cost Reduction, complete automation, optimized resource usage, and full audit trail. 8. Vendor support. 9. Logging and statistics.

Quotes from Members

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

Pros

"It makes everything that we want to do so much easier. We have had a number of instances in the past where we have had developers who have been working on a project, and even though we have had JAMS for all these years, they will create some SQL Server Agent job, or something like that, to run a task. When it is in code review and development is complete, the question always comes around, "Can JAMS do this?" The answer has always been, "Yes." Pretty much anything we have ever developed could be run by JAMS."
"The most valuable feature is the easily accessible data in the database because we run a lot of SQL scripting against the database."
"Our company is based on data. Everything we do is data-driven, so it has been very valuable having one place where we can process all of the data and do batch schedules with chunks of data."
"JAMS Scheduler has positively impacted my organization because we know it works, we know it is reliable, and we know we can set up jobs and schedules to run without needing to think about them again."
"JAMS positively impacts my organization because it helps make it easier to manage JD Edwards scheduled jobs and fills the gap that the JD Edwards application has with scheduling, resolving a lot of those issues."
"The most valuable feature for us is that it's DR-ready. With respect to disaster recovery, it has the built-in capability for failover to our DR site. If all of the required ports are open, it can be done seamlessly."
"We have over 50 jobs running daily to manage all the integration of our systems and we don’t have to monitor these jobs; they just run, JAMS centralizes the management of jobs in our environment, has streamlined our monitoring, saves us about four hours a week in troubleshooting time, and has helped free up about eight hours a week of IT staff time."
"JAMS has positively impacted our organization by saving us time, reducing errors, and improving workflows."
"<p>When I say it simplified development and user experience, I mean that it definitely made onboarding easier and reduced time significantly.</p>"
"The return on investment has been remarkable, with savings exceeding seventy-five percent compared to previous manual cron job management."
"Previously, developing DAGs took days and sometimes a sprint, now I can deliver within a couple of hours."
"I saved a significant amount of time compared to my previous setup as I deployed Astro by Astronomer on my local machine in about five minutes, whereas with the Airflow documentation it took much more time and was very painful compared to the Astro by Astronomer deployment."
"Astro by Astronomer has positively impacted my organization because it has helped me save time due to the big support and large community, allowing them to help me solve problems that I encounter while working with Astronomer."
"The best features Astro by Astronomer offers include a large operator and library that I can work with for different use cases."
"Astro by Astronomer has positively impacted my organization by significantly improving developer productivity, reducing downtimes, alleviating overhead associated with upgrades, and delivering nearly a 45% reduction in cloud spending, translating to a high return on investment."
"I think the possibility to save time developing DAG in a smarter way with Astro by Astronomer is a significant benefit because, as I mentioned before, it suggests the best operator for your use case."
"Moving to a SaaS solution has a lot of advantages."
"There are various ways in which you can construct jobs depending on your business needs and requirements."
"There won't be a memory outage issue, as it uses its own server/ECC memory only."
"Its monitoring and alerting features are what I found the most valuable."
"By automating the job processes it has saved us a lot of time and resources."
"It has advanced features like dashboards where users can see all statistics."
"It saves us a lot of time and money by doing jobs automatically."
"Our team was able to integrate it with the ITSM tool as well as security monitoring tools to make the incident creation process automatically feasible."
 

Cons

"The only thing that they could improve on is the fact that they don't have a browser version of JAMS. They've got all the bits and pieces there if you want to build your own web version of it. It does come with a web client, but it's pretty clunky. They could improve on that."
"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."
"It is important to receive notifications if a charged job fails and SQL is halted. JAMS does not provide halted notifications by default, which is a critical feature that needs to be added."
"It does validations when you try to delete an object and if there are any dependencies in place, the deletion process will not proceed... there is no information provided as to what it was that caused the validation to fail... it's quite a tedious process to find which object is getting in the way."
"I would enhance the compatibility feature of JAMS because sometimes when the server is under high load, it does not inform us and we cannot get answers."
"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."
"The JAMS automation code isn't so clean."
"The monitoring of the JAMS product and its performance is an area of concern for me."
"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."
"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."
"I would recommend making it easier to read the logs in Astro by Astronomer because the logs are pretty hard to follow, especially for the pipelines that are processing much data, such as our DBT, where we have issues finding something in the logs."
"I would like to add that the pricing could be improved."
"I think Astro by Astronomer can be improved for newcomers, especially regarding the installation, making it more friendly for Windows users, as we use WSL update."
"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."
"<p>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.</p>"
"One area for improvement is the recent change in the UI with task groups introduced in version two point three and above."
"The product could be better in terms of its monitoring and alert service."
"Redwood automation software could be made more user-friendly and intuitive, making chores and automation processes easier for users to complete."
"The documentation for this product is limited, which can be improved in the future."
"Redwood Software has a high price tag, especially for small and medium-sized businesses that might not have the funds to engage in a complete automation system."
"It lacks some of the common reporting features. I'm a bit surprised that there aren't some standard reports to be able to extract any data on usage. They've described to us that customers have different reporting needs, so they let them develop those, but reporting is a common need. It would be helpful to have it as part of the solution."
"The addition of machine learning capabilities could help Redwood Workload Automation Software better predict job and workflow performance, detect anomalies, and optimize operations based on historical data."
"I have not noted any downsides."
"The user interface of Redwood can be improved a bit to make it more user-friendly and interesting."
 

Pricing and Cost Advice

"It's expensive, to be honest, but it does the job."
"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."
"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."
"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."
"Our licensing is pretty cheap because we have a state solution. So, we pay only $1,000 a year."
"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."
"In the end, you'll find that it's really worth the price. There is some sticker shock, but it's worth every dime."
"For what it does, the product is priced very well."
Information not available
"It initially surprised me because we went from an application that was priced by connection to agents/the number of agents to an application that was priced based on the number of job executions. At that time, many of the products we looked at were also priced on job execution. That seems to be more common in the business or in the vendors that provide solutions out there, but that was probably our biggest difference."
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Top Industries

By visitors reading reviews
Financial Services Firm
17%
Comms Service Provider
10%
Construction Company
10%
Manufacturing Company
9%
Financial Services Firm
15%
Outsourcing Company
14%
Educational Organization
13%
University
6%
Financial Services Firm
15%
Manufacturing Company
9%
Outsourcing Company
6%
Retailer
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business17
Midsize Enterprise18
Large Enterprise30
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise6
Large Enterprise25
By reviewers
Company SizeCount
Small Business3
Midsize Enterprise1
Large Enterprise55
 

Questions from the Community

What is your experience regarding pricing and costs for JAMS?
My experience with pricing for JAMS Scheduler was good. The pricing was reasonable, and the vendor only charged us fo...
What needs improvement with JAMS?
JAMS Scheduler can be improved by sectioning off credentials and also the web functionality and setting that up.
What is your primary use case for JAMS?
My main use case for JAMS Scheduler is to trigger integrations as well as send out alerts and reports. For sending al...
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...
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Also Known As

No data available
No data available
Redwood Software - Workload Automation Edition, Redwood Business Process Automation - Workload Edition, RunMyJobs, Redwood RunMyJobs
 

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
AMD, American Home Shield, Avaya, Burberry, Centrica, City of Dallas, The Container Store, Core & Main, Daikin, Dart Containers, Deere, Energizer, Epson, Halliburton, Keen Foodware, National Gypsum, Rockport Group, Ryder, Technicolor, The University of Michigan, Virgin Money, Whitbread
Find out what your peers are saying about Astro by Astronomer vs. Redwood RunMyJobs and other solutions. Updated: November 2026.
920,939 professionals have used our research since 2012.