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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
3rd
Average Rating
8.8
Reviews Sentiment
6.6
Number of Reviews
47
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
19th
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 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 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 Scheduler3.4%
Astro by Astronomer1.3%
Tidal by Redwood3.4%
Other91.9%
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.
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.
JG
Batch Production Manager at a consultancy with 201-500 employees
Its versatility, ease of use, scalability, and cost-effectiveness make it a 10/10 and the best of the breed
The company is not really big. One of the areas that they are working on is improving the process of migrating jobs from the lower environment to the upper environment. They had used a tool called Transporter, which was a little difficult to use, but they've now released a new tool in August, which I've not yet used, to do that. It's probably called Repository or something like that, but it's a tool for migrating jobs from the lower environment to the upper environment. That's where they needed to improve, and it looks like they may have, but I haven't tried the tool yet. They can do better reporting in terms of production statistics reporting.

Quotes from Members

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

Pros

"This feature helps my team day-to-day by running hundreds and hundreds of jobs on JAMS in a timely fashion, which is extremely important and sensitive, providing a lot of reporting to the entire firm and beyond."
"The most valuable aspect of JAMS is its robustness."
"JAMS has improved our productivity immensely because everything flows. I don't think we could operate at our current staffing levels without it."
"By using JAMS, my company has seen benefits such as getting to know about Google products and the latest features that are newly launched by Google, and they help me in building my projects portfolio and engaging with knowledge."
"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."
"We have over 50 jobs running daily to manage all the integration of our systems and we don’t have to monitor these jobs; they just run, JAMS centralizes the management of jobs in our environment, has streamlined our monitoring, saves us about four hours a week in troubleshooting time, and has helped free up about eight hours a week of IT staff time."
"JAMS positively impacts my organization because it helps make it easier to manage JD Edwards scheduled jobs and fills the gap that the JD Edwards application has with scheduling, resolving a lot of those issues."
"The most valuable feature for us is that it's DR-ready. With respect to disaster recovery, it has the built-in capability for failover to our DR site. If all of the required ports are open, it can be done seamlessly."
"When I say it simplified development and user experience, I mean that it definitely made onboarding easier and reduced time significantly."
"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 I can create more data pipelines to integrate into my medallion architecture, making it easy to do data engineering jobs."
"It is mainly an improved version of Apache Airflow, and it has improved everything from the open source Airflow."
"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."
"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."
"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."
"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."
"The best feature of Tidal Workload Automation Software is its ease of integration with other systems, including ERP, CRM, and BI tools."
"From a cost perspective, Tidal beats them both, and we've had such good support from Tidal that it makes it harder to think about leaving, especially since the product works very well."
"Overall, it does what it's supposed to do."
"The best feature is that it allows task scheduling based on particular occurrences, like the receipt of files, database updates, or system notifications."
"The versatility of being able to run on many different types of servers is valuable. There is also a versatility of different services that you could run jobs on. It's highly versatile. You can run a lot of different types of scripts on a lot of different types of servers. It interfaces with all of them."
"Tidal Automation’s most valuable feature is customization. It can work and connect with any app."
"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."
"You will enjoy the features of it; it is a great tool."
 

Cons

"JAMS has built-in reporting. I've never really used it. I tried using it a few years ago and I couldn't figure it out. It was wonky. It could be improved upon."
"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."
"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."
"The monitoring of the JAMS product and its performance is an area of concern for me."
"For scalability, I would rate it as seven because when we have a huge volume, sometimes the tool is not so responsive."
"One issue which can prevent jobs from running is when a script gets into a loop."
"One area of improvement I see for JAMS Scheduler is making the user interface more intuitive for new users, especially when configuring complex job dependencies."
"I want JAMS to implement a global search function."
"Also, if we wanted to import data from outside, the price that they shared with us was higher than the actual tool that we are using right now."
"I think Astro by Astronomer could improve by providing more visibility and webinars about the new features they are releasing for Airflow, as since we migrated to Astro, we have not had the opportunity to fully utilize or have considered that we are not using the latest up-to-date features."
"I believe there is a need for improvement in Astro by Astronomer, especially regarding the strict limitation of 10 DBT deployments."
"There are some downsides to the event-driven scheduling features since it is new."
"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."
"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."
"Sometimes we experience performance bottlenecks, depending on the time we are running DAGs simultaneously."
"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."
"The solution needs more advanced reporting and data visualization capabilities to enable deeper analysis of job performance and trends."
"With the client, we have had certain issues. The user interface for Tidal is a little slow. A lot of people would love this tool if they had a faster user interface. The drill-down functionality should be much quicker than what it is pulling out now. If I fill out some data, then it takes awhile to get that data back onto the screen. It's not as fast as we were expecting."
"I'm still hoping with Explorer to be able to see end-to-end job streams. That's not really something that's easy to see today in the web client. However, I haven't worked with Explorer yet. One of the things that we have found frustrating is not being able to see an end-to-end job stream across multiple applications within Tidal. We use jobs for that right now, but I have high hopes that we'll be able to see that in Explorer."
"The other thing is that the performance of the web interface has not been great; the web interface can be sluggish at times and we've got to recycle it to get it to be more responsive."
"The software's performance and scalability could be improved, particularly when dealing with large-scale workloads or complex business processes."
"I know they are working on improving this already, but there needs to be better reporting."
"Their software installation and update process could use some improvements. I'm pretty sure they're working on that, but that's definitely an area where it could be streamlined a lot. There's still a lot of manual work that you have to do with the schedule when you deploy masters or do the agents."
"Tidal Software interface could be more intuitive and user-friendly."
 

Pricing and Cost Advice

"JAMS is relatively inexpensive, with additional costs only incurred for tags, other services, and optional support renewals."
"Our licensing is pretty cheap because we have a state solution. So, we pay only $1,000 a year."
"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."
"The product is reasonably priced, and we don't have any add-ons."
"For what it does, the product is priced very well."
"There are no additional costs other than the license for Fortra's JAMS which is affordable."
"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."
"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."
Information not available
"We think the pricing is very fair. We have been happy with the pricing compared to some of the other solutions in the space."
"Our annual maintenance cost is competitive for what we have and what they do."
"We are satisfied with the pricing of Tidal. It's in the moderate range and it feels very achievable for us."
"We pay maintenance annually through Blue House of about $9,000. That's for our two environments: production and test."
"Our licensing model for Tidal is on an annual basis. It is very good and works well for us. Tidal's licensing is very transparent and simple. It lets you know, for the amount you use, that's the price that you pay. So, we buy X number of licenses, and we know that this is where we are. I'm very happy with that. I saw the licensing modules on other platforms, and I didn't like them. Other companies and solutions would calculate the connections, adapters, and instances. I think that's the reason that BMC was pretty expensive: They just didn't understand what our needs are."
"This solution is a bit expensive in the current world where everybody is trying to cut down on certain things."
"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."
"...it is a pretty affordable scheduler tool that lets us do a lot. You get a lot of bang for the buck... The licensing model is hugely flexible."
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Top Industries

By visitors reading reviews
Financial Services Firm
16%
Construction Company
11%
Comms Service Provider
10%
Manufacturing Company
9%
Financial Services Firm
15%
Outsourcing Company
14%
Educational Organization
13%
University
7%
Financial Services Firm
16%
Construction Company
11%
Manufacturing Company
7%
Outsourcing Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business15
Midsize Enterprise16
Large Enterprise25
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?
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?
In terms of improvements, I believe JAMS can enhance its user interface for better user experiences. I would like to ...
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 ...
What is your experience regarding pricing and costs for Astro by Astronomer?
My experience with pricing, setup cost, and licensing has been very good.
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...
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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Also Known As

No data available
No data available
Tidal Workload Automation, Cisco Workload Automation, Tidal Enterprise Scheduler
 

Interactive Demo

Demo not available
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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: September 2026.
914,262 professionals have used our research since 2012.