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Astro by Astronomer vs Tidal by Redwood 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
Tidal by Redwood
Ranking in Workload Automation
18th
Average Rating
9.0
Reviews Sentiment
7.2
Number of Reviews
37
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 Tidal by Redwood is 3.4%, down from 4.7% 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%
Tidal by Redwood3.4%
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.
Steve Mikula - PeerSpot reviewer
IT Scheduling Manager at a tech vendor with 10,001+ employees
Very reliable processing engine, and scheduling is flawless—crucial elements in our financial transaction processing
Because we've been on it for 20 years, it's pretty easy for us to automate jobs with Tidal at this point. It has become second nature. It's pretty simplistic to set up and get going, although there are different levels of complexity you can have within the product. It depends on how simple you want to keep it. If you just keep it: Job A, Job B, Job C, Job D, that becomes pretty simple. But when you start integrating some complex calendars that use sub-calendars—and you can go three, four, or five deep to set up schedules—it becomes more complicated. The beauty of it is you can go as deep as you need to. We can get really complex or we can keep it simple. We have some use cases for both scenarios. The thing that I like the most is the reliability of the engine. The actual scheduling part of the product is pretty much flawless, but the stability of the product is what I find to be reassuring. We are a financial company, we move billions of dollars a day, and if we don't have our transactions processed in a timely manner we can be penalized and our clients can be penalized. It can have a serious financial impact.

Quotes from Members

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

Pros

"The code-driven automation for more complex scheduling requirements frees up time because it's really easy to use... It's almost like a stand-alone software that we can't live without."
"The most valuable aspect of JAMS is its robustness."
"The scheduling and execution of jobs are the most valuable features. The scheduling is important because if there is a task we want to execute at 4:00 AM, there's no way we will have someone who can manually run the job. In addition, we execute 100 to 200 jobs per day, and manual intervention is not an option."
"In summary, this product is top class."
"The fact that we no longer need to use Excel spreadsheets is huge."
"The alerting in it is really targeted... you can set specific alerting so that if jobs in a given folder fail, certain people are alerted. You can also set security at the folder level, so that only people in those areas can go set them. That means that the alerting and security can be set at a very granular level."
"JAMS Scheduler has positively impacted our organization by helping us reduce manual intervention by automating recurring jobs and ensuring workflows can consistently run on schedule."
"It's a full-featured job scheduling tool. The part that I liked the best was the support team. This tool was new, and we were all learning it and setting up the different jobs that were complex in nature. Their support team was very responsive in helping us out through the setup and resolving the issues. They have been incredibly awesome."
"The positive impact of Astro by Astronomer has mainly been on team productivity and the standardization of development."
"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."
"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."
"Previously, developing DAGs took days and sometimes a sprint, now I can deliver within a couple of hours."
"The best features that Astro by Astronomer offers are fairly fast deployment, convenient integration with Airflow, and it is quite easy to scale."
"The best features Astro by Astronomer offers, in my opinion, are easy setup and good tutorials."
"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."
"The feature that I find to be valuable, as I'm working with other folks, is the ability to cross-schedule across platforms, and the flexibility that comes with that."
"We have to run about 12,000 jobs every day and the majority of them need to be launched from our ERP, JD Edwards. The native compatibility of the Tidal platform with JD Edwards dovetails with our greatest need. It's directly connected to the heart of our IT system. We couldn't work without it."
"Having a single pane of glass, regardless of which technology we're talking about has been great."
"We had a number of different schedulers in this organization and we've been porting everything that was running out of these other, unrelated schedulers into this scheduler. That has afforded us the ability to set up direct dependencies between processes that couldn't talk to one another before. Over the 15 years, we've definitely gained a lot from that. What had been manual controls have become automated controls..."
"For us, the calendaring system is very robust. Some of the teams have very specific requests for when they need jobs to run. That's been really valuable, because a lot of times, when people run scripts, if they run on a holiday, they're going to fail... A couple of times a month it probably saves us work and the necessity of logging in from home and checking to make sure everything's okay."
"Tidal helps administrators and users to see the information that is relevant to them in that single pane of glass. They can see jobs running, they can see job history, and they can see job progression. If you look at alternatives like Airflow and clouds, you'd have to design your own UI to monitor the progress of the different jobs that you've created in Airflow. So Tidal is huge for us."
"Tidal Automation offers extensive monitoring and reporting features that let users keep track of the status of their workflows and quickly spot any problems."
"It saves times due to automation. With some files, we do hundreds a day for a particular vendor. This would be hard to do manually. Also, the speed at which we can do this is excellent."
 

Cons

"The main dislike about JAMS Scheduler is that nowadays in this AI world, the UI they provide is not user-friendly."
"One thing that I know that the JAMS people said that they were working on that would be huge for us is a search capability so that you could search for tasks. It may be available in version 7 or in a future release of 7. I think that's on their roadmap. But right now, for us to do a search, we have to search through database queries."
"All my machines at work are Macs. JAMS client is a Windows-based thing. It is all built on .NET, which makes perfect sense. However, that means in order for me to access it, I need to connect to a VPN, then log onto one of our Azure VMs in order to access the JAMS client. This is fine, but if for some reason I am unable to do so, it would be nice to be able to have a web-based JAMS client that has all the exact same functionality in it. There are probably a whole bunch of disadvantages that you would get with that as well, but that is definitely something that would make life easier in a few cases."
"Fortra is getting much better with documentation and examples, but there is still room for improvement."
"The JAMS automation code isn't so clean."
"Another improvement I suggest for JAMS Scheduler is concerning the JAMS Scheduler desktop client. After prolonged non-use, it just freezes for me, and I cannot even close the scheduler."
"The tabs in the JAMS file transfer could be clearer. It would help us demonstrate to our client that JAMS not only automates jobs but also does fast transfers, and it's an alternative that supports and filters different kinds of platforms. Filtering file transfers will be highly beneficial to them."
"The product does not allow the users to cut and paste the job names from the screen."
"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 believe one area for improvement for Astro by Astronomer would be to further expand the documentation and examples for more advanced scenarios, especially involving integrations with AWS, Amazon ECS, AWS Fargate, and Astronomer Cosmos."
"Astro by Astronomer's CLI might be a little challenging, and having the CLI commands along with the documentation more readily available would be great."
"I think that one year ago, Astro by Astronomer needed to improve in reliability because it was a bit slow to develop and sometimes it crashed."
"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."
"One challenge I find with Astro by Astronomer is the cost because it is relatively higher than other tools."
"If I had to pick one thing that could be improved, it would be the speed when working in clouds."
"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."
"One area for improvement is the command-line interface and the API to bulk-load jobs. It's a little bit kludgy, but we still manage without it. They're working on it and it's getting better all the time. In addition, the documentation for their API for creating jobs needs to be updated. It's a bit of a learning curve."
"Tidal Automation could be further integrated with other systems used in the operation of tidal energy systems, such as weather forecasting tools, energy management systems, or asset management software."
"The reporting is kind of lacking and not super awesome."
"Tidal's adaptability and user-friendliness could be increased by integrating it with additional programmes and platforms."
"Up until the last few months, the Transporter tool that was offered was not really good at all."
"From an administrative point of view, I wouldn't give really high marks to the solution. I actually entertained getting the JAWS application at one point. One of the shortcomings with the scheduler is the reporting capabilities. At least at the time, JAWS was the best that they had for a third-party integration. I think they've got things in the pipeline to help alleviate that gap."
"With the client, we have had certain issues. The user interface for Tidal is a little slow."
"The current user interface of Tidal Software is functional. However, it can be improved to make it more intuitive and user-friendly."
 

Pricing and Cost Advice

"It's expensive, to be honest, but it does the job."
"Fortra's JAMS pricing structure has deteriorated significantly since its acquisition by Fortra."
"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."
"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."
"Definitely check how many single processes you want to run and count them as jobs. That is how you would work out your pricing on JAMS. For example, if you're running a number of commands and you can put them all into one script and run that script, you can count that as one job."
"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 pricing of JAMS has not been an issue for us, as it has allowed us to save time."
Information not available
"The licensing model's flexibility is awesome. The way it's licensed for us is that it's licensed per master and then per agent. We have an enterprise agreement, so we have unlimited agents, and we have it on 500 devices."
"I have had no issues with the licensing."
"The solution enables admins and users to see the information relevant to them, but this is bundled as an add-on that we would have to pay for."
"We are satisfied with the pricing of Tidal. It's in the moderate range and it feels very achievable for us."
"Our yearly licensing costs are between $10,000 to $20,000. They have always been reasonable with us. I like that non-production licensing is about half the cost of production licensing. Licensing is by adapter typically. We have had scenarios where we have had to take an adapter from one environment to another, and they've allowed us to do that. They have made it a very reasonable process. There's definitely a feeling that they will work with you."
"We pay maintenance annually through Blue House of about $9,000. That's for our two environments: production and test."
"There have been pricing increases, but with the reduction that our company obtained from Tidal this year, the pricing has become very acceptable for this type of product."
"The new prices that we've received seem reasonable and comparable to the marketplace."
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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%
Construction Company
10%
Manufacturing Company
7%
Outsourcing Company
7%
 

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 Enterprise6
Large Enterprise38
 

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

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Tidal Workload Automation, Cisco Workload Automation, Tidal Enterprise Scheduler
 

Interactive Demo

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Overview

 

Sample Customers

Teradata, Arconic, General Dynamics, Yum!, CVS Health, Comcast, Ghiradelli, & Boston’s Children’s Hospital
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Find out what your peers are saying about Astro by Astronomer vs. Tidal by Redwood and other solutions. Updated: November 2026.
921,028 professionals have used our research since 2012.