Astro by Astronomer vs Redwood RunMyJobs comparison

Why PeerSpot?

Astronomer and Redwood Software are both solutions in the Workload Automation category. Astronomer is ranked #6 with an average rating of 8.2, while Redwood Software is ranked #18. Astronomer holds a 1.3% mindshare in WA, compared to Redwood Software’s 3.5% mindshare. Additionally, 100% of Astronomer users are willing to recommend the solution, compared to 100% of Redwood Software users who would recommend it.

Comparison Buyer's Guide

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Executive SummaryUpdated on Jan 18, 2026

Redwood RunMyJobs and Astro by Astronomer compete in job scheduling and orchestration. Redwood RunMyJobs holds an edge in pricing and customer support, whereas Astro by Astronomer offers superior advanced features.

Features: Redwood RunMyJobs delivers seamless automation, reliable job scheduling, and workflow automation. Astro by Astronomer offers extensibility, adaptability, and tools for integrating with various data pipelines, granting it an advantage in complex data environments.

Ease of Deployment and Customer Service: Redwood RunMyJobs provides straightforward deployment and excellent customer service. Astro by Astronomer, though more complex to deploy, offers robust support to handle its configurability.

Pricing and ROI: Redwood RunMyJobs presents a cost-effective solution with quick ROI, suitable for budget-conscious businesses. Astro by Astronomer, despite higher initial costs, offers long-term ROI through enhanced capabilities and scalability.

To learn more, read our detailed Astro by Astronomer vs. Redwood RunMyJobs Report (Updated: September 2026).

Buyer's Guide

Astro by Astronomer vs. Redwood RunMyJobs

September 2026

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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

Mindshare comparison

As of September 2026, in the Workload Automation category, the mindshare of JAMS Scheduler is 3.4%, up from 2.0% compared to the previous year. The mindshare of Astro by Astronomer is 1.3%, up from 1.1% compared to the previous year. The mindshare of Redwood RunMyJobs is 3.5%, down from 8.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Workload Automation Mindshare Distribution
Product	Mindshare (%)
JAMS Scheduler	3.4%
Astro by Astronomer	1.3%
Redwood RunMyJobs	3.5%
Other	91.8%

Workload Automation

Featured Reviews

Latha Viswanathan

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.

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Fsiddiquee Sudeki

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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reviewer2138001

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.

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Quotes from Members

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

Pros

"It's worth its weight in gold and we cannot get rid of it now."

"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."

"I find the historical tracking feature of JAMS invaluable for reviewing past events."

"We also use the solution’s Interactive Agents. If we need to push something to our dealer portal, we can just drop a file in a folder and it goes. Running interactive tasks helps me users focus on business processes since I don’t have to take care of running the jobs manually."

"The most valuable feature of JAMS is its user-friendly interface, especially after upgrading from version six to seven."

"While I appreciate the other features, the agent stands out for its ease of installation and configuration for JAMS monitoring."

"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."

"JAMS gives operations teams a single place to manage, monitor, and track job execution, which from my perspective as a developer improves coordination between teams because everyone has visibility into the status of critical workloads and simplifies troubleshooting since job history, execution status, and other relevant information are all easily accessible, ensuring that business-critical processes are executed consistently and reliably across the organization."

More JAMS Scheduler pros

"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."

"Astro by Astronomer has positively impacted my organization because I can create more data pipelines to integrate into my medallion architecture, making it easy to do data engineering jobs."

"In one year, we save a lot of time using Astro by Astronomer because we do not need to deploy different components of Airflow one by one."

"From a business perspective, we have achieved faster deployments, reduced manual effort, improved reliability, and faster troubleshooting."

"With Astro by Astronomer, we are paying less than before for MWAA, we are paying for the usage, we can offer Astro by Astronomer usage for other teams which did not have access to our AWS account, and we manage access for them, so it is also a bit easier."

"The best features Astro by Astronomer offers, in my opinion, are easy setup and good tutorials."

"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."

"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."

More Astro by Astronomer pros

"This product is simple and easy to use."

"With automation in place, employees can focus on more strategic tasks that require human expertise, increasing overall productivity."

"Its monitoring and alerting features are what I found the most valuable."

"Moving to a SaaS solution has a lot of advantages."

"Multi-platform scheduling makes it easier this way rather than accessing one platform at a time."

"It saves us a lot of time and money by doing jobs automatically."

"There are various ways in which you can construct jobs depending on your business needs and requirements."

"This program works with every browser."

More Redwood RunMyJobs pros

Cons

"Right now there's not much of an Azure integration with JAMS at the moment directly because we run separate pipelines."

"The error messages from JAMS often need clarification, hindering our ability to resolve issues swiftly."

"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."

"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."

"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."

"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."

"For the most part, JAMS is very stable. Occasionally, if you leave multiple windows open over a period of time, it is necessary to end that task and restart."

"I would like a simple web interface that I could give to my team to go in and kill jobs or see why jobs died so that we don't have to drill down deeper into the application and know everything about it. It would be good to have a really clean web engine that would say here are the jobs running. We can then click to see the time running and whether any of them fails and other similar things. I know they have one, but it's not very simplistic."

More JAMS Scheduler cons

"The documentation part of Astro by Astronomer can be made easier and more generic, not specific to the integration with each of the services."

"One challenge I find with Astro by Astronomer is the cost because it is relatively higher than other tools."

"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 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."

"I would like to add that the pricing could be improved."

"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."

"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."

"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."

More Astro by Astronomer cons

"They should be made more cost-effective in comparison to similar software services."

"The job log has a size limit."

"The product can improve customer service."

"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."

"Customer support should be enhanced so that we can automatically raise tickets and incidents in customer service."

"The product could be better in terms of its monitoring and alert service."

"The solution should have more focus on security standards."

"We need the automatic creation of incidents for failed jobs."

More Redwood RunMyJobs cons

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."

"In the end, you'll find that it's really worth the price. There is some sticker shock, but it's worth every dime."

"All licensing models are a little overpriced, but JAMS offers a good value, especially given their support response times and ability to handle unforeseen issues like the SFTP transfers. I hope to find more use cases to get a better bang for our buck."

"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."

"Fortra's JAMS pricing structure has deteriorated significantly since its acquisition by Fortra."

"The licensing model for JAMS is straightforward and based on the number of agents, not the number of jobs you run. It's cheap and fairly simple."

More JAMS Scheduler pricing and cost advice

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

16%

Construction Company

11%

Comms Service Provider

10%

Manufacturing Company

Financial Services Firm

15%

Outsourcing Company

14%

Educational Organization

13%

University

Financial Services Firm

15%

Manufacturing Company

Retailer

Outsourcing Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	15
Midsize Enterprise	16
Large Enterprise	24

By reviewers
Company Size	Count
Small Business	6
Midsize Enterprise	6
Large Enterprise	25

By reviewers
Company Size	Count
Small Business	3
Midsize Enterprise	1
Large Enterprise	55

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...

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What needs improvement with JAMS?

In terms of improvements, I believe JAMS can enhance its user interface for better user experiences. I would like to ...

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What is your primary use case for JAMS?

My primary use case for JAMS is enterprise workload automation and batch job orchestration. I use it to schedule and ...

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What is your experience regarding pricing and costs for Astro by Astronomer?

My experience with pricing, setup cost, and licensing has been very good.

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What needs improvement with Astro by Astronomer?

Astro by Astronomer can be improved; they are doing a lot of progress on observability. How to see how all the pipeli...

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What is your primary use case for Astro by Astronomer?

My main use case for Astro by Astronomer is to manage our data pipelines, to run DBT processes, and to run all data f...

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Comparisons

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Compared 19% of the time

Automic Automation vs Redwood RunMyJobs

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Product Reports

Buyer's Guide

JAMS Scheduler

September 2026

Download JAMS Scheduler product report

Buyer's Guide

Astro by Astronomer

September 2026

Download Astro by Astronomer product report

Buyer's Guide

Redwood RunMyJobs

September 2026

Download Redwood RunMyJobs product report

Also Known As

No data available

Redwood Software - Workload Automation Edition, Redwood Business Process Automation - Workload Edition, RunMyJobs, Redwood RunMyJobs

Interactive Demo

JAMS Software

Demo not available

Astronomer

Demo not available

Redwood Software

Overview

JAMS is an automation orchestration and job scheduling solution that runs, monitors, and manages critical IT processes from a single console, from simple batch jobs to complex, cross-platform workflows. JAMS automates jobs across Windows, Linux, UNIX, IBM i, z/OS, and OpenVMS, with native integrations for the databases, BI tools, and ERP systems already running your business, including SQL Server and SAP. Jobs run on any schedule or trigger off other events, and dependency management keeps multi-step workflows in the right order.

Every job is centrally monitored, with notifications on success or failure and an audit trail of every execution. Built-in conversion tools migrate existing jobs from Windows Task Scheduler, SQL Agent, or Cron without rebuilding them, and JAMS replaces homegrown, single-platform scripts with one centrally managed system.

JAMS includes two AI capabilities at no additional cost. JAX is an AI agent built into the JAMS Web Client. Ask it a question in plain language, and it finds a job, troubleshoots a failure, or looks up how to do something, grounded in JAMS documentation, not general AI guesswork. It acts only when asked, and every change waits for your approval. JAMS MCP brings JAMS into the AI coding tools teams already use, including Cursor, Claude Code, GitHub Copilot, and Claude Desktop.

Both run inside the customer's network with the signed-in user's permissions and no elevated AI account, and every action, AI-driven or not, lands in the same audit trail as everything else in JAMS.

For teams managing thousands of jobs across SQL Server, ADF, Airflow, SAP, JDE, and Banner, this cuts tribal knowledge and middle-of-the-night troubleshooting. Knowledge that once lived in one person's head becomes something any team member can ask about directly.

The AI lives in the product, not in the support queue. Support is staffed by humans JAMS will never outsource, based in the United States, the United Kingdom, and Australia. New tickets go to long-tenured engineers, and every JAMS customer has the CEO's cell phone number.

JAMS' mission is to reduce the operational burden of critical automation, so teams spend more time on the work automation was meant to free them for.

JAMS Software

Astro by Astronomer is a cutting-edge data orchestration platform designed to simplify and streamline data workflows. It enhances productivity by transforming complex tasks into manageable processes, offering robust solutions for modern data engineering challenges.

Astro by Astronomer empowers users with a comprehensive suite for managing and orchestrating data pipelines. It stands out for its scalable infrastructure and seamless integrations, enabling organizations to efficiently process and analyze data with ease. With robust task automation, it minimizes manual intervention and boosts efficiency. Its intuitive architecture supports agile development, facilitating rapid deployment and time-to-market advantages.

What are the essential features of Astro by Astronomer?

Scalable Architecture: Enables seamless scaling to accommodate growing data needs.
Integrations: Offers wide-ranging compatibility for diverse data sources.
Automation: Streamlines processes to reduce manual work and errors.
Monitoring Tools: Provides real-time insights for effective data management.
Modular Design: Allows customization and flexibility in deployment.

What benefits or ROI should users consider?

Time Savings: Reduced processing times lead to faster project completion.
Cost Efficiency: Optimizes resource usage to lower operational costs.
Improved Accuracy: Automated tasks minimize human errors, enhancing data quality.
Scalability: Supports growth and adapts to increasing data requirements.
Enhanced Collaboration: Facilitates team synergy through streamlined workflows.

In industries like finance and healthcare, Astro by Astronomer has been pivotal in ensuring data accuracy and compliance. Financial firms rely on its automation capabilities for real-time analytics, while healthcare organizations utilize it for seamless data integration, enhancing patient care and research outcomes.

Astronomer

Redwood Software is a prominent player in the enterprise automation space, known for its robust and scalable solutions. It caters to a wide range of industries, offering tools for IT and business process automation. Redwood Software users on PeerSpot often highlights the flexibility and robustness of the solutions. Many users commend the platform for its ability to automate complex and time-consuming processes, which has led to significant time and cost savings. Additionally, the strong customer support and continuous updates are frequently mentioned, indicating a commitment to evolving with customer needs and technological advancements.

Redwood Software offers a holistic suite of automation tools, covering areas such as finance automation, IT process automation, and robotic process automation (RPA). This comprehensive approach ensures that various aspects of business operations can be automated, leading to increased efficiency and reduced manual intervention. Redwood Software is a cloud-native platform, which offers scalability, flexibility, and reduced infrastructure costs.

Redwood Software users shares that its user interfaces is intuitive and this is reducing the learning curve and enabling users across different departments to leverage automation tools effectively. The platform offers sophisticated scheduling and workflow capabilities, allowing for the automation of complex processes.

Redwood Software excels in its ability to integrate seamlessly with a wide range of systems and applications. This integration is key for enterprises that operate in diverse IT environments, ensuring that automation can be implemented across different platforms and applications without compatibility issues. Another important factor for enterprises, is focus on compliance and security, Redwood Software incorporates robust security measures and compliance protocols.

Redwood Software

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

Buyer's Guide

Astro by Astronomer vs. Redwood RunMyJobs

September 2026

Free Report: Astro by Astronomer vs. Redwood RunMyJobs

Find out what your peers are saying about Astro by Astronomer vs. Redwood RunMyJobs and other solutions. Updated: September 2026.

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