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

"Because we have gone from a lot of manual processes to automated processes with JAMS, we have been able to free up IT staff time, and for just the Technical Operations Center team that I manage, it has saved about 20 hours a week."

"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."

"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."

"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."

"We can see all the batch execution status within the tool itself, which saves money, time, and cost, allowing us to handle everything in one single tool."

"I like how you can add new execution methods on the fly. It isn't overly complex to add Python script support to an execution method in the JAMS system. The scheduling is excellent. You can schedule a maintenance window and take that resource unit out of everything. It halts all of the jobs."

"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."

"The ability to sequence jobs is excellent; it means we don't have to schedule them individually, and if one fails, it doesn't unwind the entire workflow."

More JAMS Scheduler pros

"Astro by Astronomer has many integrations out of the box, making it easy to use and to access documentation."

"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 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 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."

"Previously, developing DAGs took days and sometimes a sprint, now I can deliver within a couple of hours."

"It is mainly an improved version of Apache Airflow, and it has improved everything from the open source Airflow."

"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."

"Astro by Astronomer has positively impacted my organization because it is open source code, so we can use it in AWS, Azure, GCP, or on servers that we have on-premise, ensuring we can use it in every situation."

More Astro by Astronomer pros

"It's a very powerful tool. It has a lot of flexibility for how you can define jobs and build them. There are different ways in which you can construct jobs depending on your specific needs and requirements."

"We can create and test micro-workflows to find defects sooner."

"This tool helps us to monitor the job related to SAP modules."

"It is very easy and easy to use, and minimal supervision is required to run it."

"Redwood RunMyJobs has been very useful for job scheduling and checking and monitoring jobs."

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

"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."

More Redwood RunMyJobs pros

Cons

"The cost has definitely gone up tremendously. That is where I do know, as much as the feature sets are there, and if the newly acquired company is going to be doing a pushback, they might just say, 'Do we still need to pay this much? Or at that point, should we look into an alternative?'"

"The UI could be better. There were some things that were not quite intuitive, such as the search tool. When we tried to search for jobs, we had to clear the entire search and then go in and enter the new search query. That's something that wasn't intuitive for a new user."

"The UI is completely unintuitive. We had to go and open up a support ticket with JAMS just to get something back."

"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."

"For scalability, I would rate it as seven because when we have a huge volume, sometimes the tool is not so responsive."

"The JAMS automation code isn't so clean."

"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."

"JAMS lacks source control features. Our previous solution had job control language, but JAMS doesn't. When migrating between versions, JAMS doesn't migrate all the data, like job change history, etc. Also, the scheduler doesn't have a way to make jobs invisible, so you can temporarily turn a job off if you decide not to run it today."

More JAMS Scheduler cons

"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."

"If I had to pick one thing that could be improved, it would be the speed when working in clouds."

"I believe my experience with pricing, setup, cost, and licensing could be better."

"Overall, my experience with Astro by Astronomer was very positive, but there are a few areas where it could improve."

"Astro by Astronomer can be improved by adding a full library for dates, working, and interfacing with the diagrams."

"Astro by Astronomer is doing great, and while improvement opportunities exist, particularly around the cost model, which can occasionally feel steep, I generally find it quite favorable."

"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."

"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."

More Astro by Astronomer cons

"The product can improve customer service."

"Redwood automation software could be made more user-friendly and intuitive, making chores and automation processes easier for users to complete."

"Due to the abundance of competing automation technologies available on the market, connectivity with any cloud platform can be improved."

"Redwood RunMyJobs should add more good features."

"The user interface of Redwood can be improved a bit to make it more user-friendly and interesting."

"Enhancing the user interface would make it more appealing to new users with limited technical knowledge."

"We need the ability to pull data into an Excel format."

"It lacks some of the common reporting features. It would be helpful to have it as part of the solution."

More Redwood RunMyJobs cons

Pricing and Cost Advice

"JAMS is relatively inexpensive, with additional costs only incurred for tags, other services, and optional support renewals."

"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."

"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."

"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."

"This is a good product at a fair 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."

"The product is reasonably priced, and we don't have any add-ons."

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...

See all answers

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...

See all answers

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Comparisons

Control-M vs JAMS Scheduler

Compared 10% of the time

AutoSys Workload Automation vs JAMS Scheduler

Compared 8% of the time

Stonebranch vs JAMS Scheduler

Compared 7% of the time

VisualCron vs JAMS Scheduler

Compared 6% of the time

Automic Automation vs JAMS Scheduler

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AutoSys Workload Automation vs Astro by Astronomer

Compared 17% of the time

Amazon Managed Workflows for Apache Airflow vs Astro by Astronomer

Compared 17% of the time

IBM Workload Automation vs Astro by Astronomer

Compared 11% of the time

Tidal by Redwood vs Astro by Astronomer

Compared 9% of the time

ASG-TMON Performance Analyzer vs Astro by Astronomer

Compared 5% of the time

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Control-M vs Redwood RunMyJobs

Compared 19% of the time

Automic Automation vs Redwood RunMyJobs

Compared 10% of the time

Jitterbit Harmony vs Redwood RunMyJobs

Compared 6% of the time

MuleSoft Anypoint Platform vs Redwood RunMyJobs

Compared 5% of the time

AutoSys Workload Automation vs Redwood RunMyJobs

Compared 5% of the time

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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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