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ActiveBatch by Redwood 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
7.4
ActiveBatch by Redwood boosts ROI by streamlining workflows, improving efficiency, and reducing costs with effective automation and management.
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
Automation with ActiveBatch by Redwood significantly reduced the repetitive operational work, improving analyst productivity by around 25 to 30%, mainly because less time was spent manually triggering these jobs, checking dependencies, or fixing missed schedules.
Ai/Data Analyst at CSD
We require fewer team members to handle operations due to its robust automation.
Application Administrator Lead at Bluestem
I saw a roughly 25% time saving on routine operations with ActiveBatch by Redwood, and we needed fewer manual interventions, allowing my team to focus on other priorities because of this tool.
Cloud Engineer at TO THE NEW Digital
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
7.1
ActiveBatch customer service is responsive and reliable, with effective communication, though complex issues may need escalation and additional support.
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
We often need to escalate issues to level two or three for solutions related to long-standing problems.
Application Administrator Lead at Bluestem
What stood out to me is that the platform has a lot of features, so having responsive support really helps when workflows become more complex.
Ai/Data Analyst at CSD
Customer support for ActiveBatch by Redwood has been responsive and knowledgeable whenever we need any help.
Cloud Engineer at TO THE NEW Digital
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
7.8
ActiveBatch by Redwood excels in scalability, managing complex workflows and integrations efficiently without performance bottlenecks across various environments.
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
In data-heavy processes involving API integrations, reporting, and ETL workflows, it supports growing workloads while also maintaining stable and organized execution.
Ai/Data Analyst at CSD
ActiveBatch by Redwood's scalability is excellent; it experiences minimal failures and outages.
Application Administrator Lead at Bluestem
The scalability of ActiveBatch by Redwood is excellent.
Cloud Engineer at TO THE NEW Digital
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
8.1
ActiveBatch by Redwood is reliable and stable, minimizing disruptions and reducing manual intervention across various environments.
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
Once workflows are properly configured, they can run continuously and predictably, reducing operational delays and manual follow-up work.
Ai/Data Analyst at CSD
ActiveBatch by Redwood is highly reliable and runs jobs on schedule.
Cloud Engineer at TO THE NEW Digital
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.
ActiveBatch needs a better interface, integrations, onboarding, documentation, automation reliability, cloud support, customer service, and performance improvements.
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
On the web console, users encounter daily activity issues where the job instances do not appear or update correctly, and they cannot view the latest logs.
Application Administrator Lead at Bluestem
Another improvement area could be smarter analytics or AI-driven recommendations, such as proactively identifying workflow bottlenecks, failed job patterns, or optimization suggestions instead of relying mostly on manual monitoring.
Ai/Data Analyst at CSD
I rate ActiveBatch by Redwood an eight out of ten because it is powerful, but a perfect score would require a more modern, user-friendly interface and slightly faster performance.
Cloud Engineer at TO THE NEW Digital
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.
ActiveBatch by Redwood provides valuable automation with a subscription model, inclusive support, and no agent fees, despite cost concerns.
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
They are very reasonable and not overly expensive, considering what it offers is worth the price I pay.
Software Engineer at Finance Trust Bank
My experience with pricing, setup cost, and licensing for ActiveBatch by Redwood has been great
Application Administrator Lead at Bluestem
The main benefit comes from the amount of manual effort and operational time saved through automation.
Ai/Data Analyst at CSD
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.
ActiveBatch by Redwood enhances efficiency with robust scheduling, seamless integration, user-friendly interface, and scalable workflow automation features.
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
The addition of AI has made troubleshooting and supporting users through ActiveBatch by Redwood quicker for me.
Application Administrator Lead at Bluestem
Automating the scheduled data workflows and integrations helped improve analyst productivity by around 25 to 30%.
Ai/Data Analyst at CSD
Cross-platform integration helps my daily work as we automate tasks across Windows, Linux, and other cloud tools seamlessly.
Cloud Engineer at TO THE NEW Digital
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
ActiveBatch by Redwood
Ranking in Workload Automation
8th
Average Rating
9.0
Reviews Sentiment
7.2
Number of Reviews
42
Ranking in other categories
Process Automation (12th), Managed File Transfer (MFT) (10th)
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 ActiveBatch by Redwood is 3.2%, up from 2.9% 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%
ActiveBatch by Redwood3.2%
Other92.3%
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.
Sai  - PeerSpot reviewer
Ai/Data Analyst at CSD
Automation has streamlined complex data workflows and now saves time on recurring reporting
To improve ActiveBatch by Redwood, the UI could be more modern and intuitive, and another thing that comes to mind is that it can feel overwhelming when workflows become large and complex. Troubleshooting can take extra time when there are multiple dependencies, jobs, and integrations running together. Better visualization of workflow relationships and easier debugging would really help. I would also appreciate seeing more simplified onboarding and documentation for newer users, as there is a learning curve at the beginning. Another improvement area could be smarter analytics or AI-driven recommendations, such as proactively identifying workflow bottlenecks, failed job patterns, or optimization suggestions instead of relying mostly on manual monitoring. From an operational perspective, faster configuration for integrations and cloud-based workflows would make implementation smoother, especially in environments working heavily with APIs and data pipelines. I have covered the main points regarding needed improvements. Overall, the platform is very capable and reliable for automation and workflow scheduling, especially in data-heavy environments. Most of the improvements I want are around making it easier for day-to-day use, such as a more intuitive UI, simpler troubleshooting for complex workflows, better onboarding for newer users, and more intelligent monitoring or optimization insights. The core functionality is strong, and the biggest opportunity is improving the overall user experience and simplifying operational management.
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
11%
Construction Company
10%
Outsourcing Company
9%
Performing Arts
6%
Financial Services Firm
18%
Outsourcing Company
14%
University
8%
Computer Software Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business15
Midsize Enterprise14
Large Enterprise23
By reviewers
Company SizeCount
Small Business12
Midsize Enterprise13
Large Enterprise52
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 ActiveBatch Workload Automation?
I was not directly involved in the pricing, setup cost, and licensing decisions for ActiveBatch by Redwood, so my exp...
What needs improvement with ActiveBatch Workload Automation?
ActiveBatch by Redwood could be improved with a more modern and intuitive user interface, faster performance for very...
What is your primary use case for ActiveBatch Workload Automation?
My main use case for ActiveBatch by Redwood is enterprise workload automation, job scheduling, and orchestrating busi...
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
ActiveBatch
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
Informatica, D&H, ACES, PrimeSource, Sub-Zero Group, SThree, Lamar Advertising, Subway, Xcel Energy, Ignite Technologies, Whataburger, Jyske Bank, Omaha Children's Hospital
Information Not Available
Find out what your peers are saying about ActiveBatch by Redwood vs. Astro by Astronomer and other solutions. Updated: August 2026.
909,153 professionals have used our research since 2012.