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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
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
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
Tidal by Redwood
Ranking in Workload Automation
20th
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 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 Astro by Astronomer is 1.4%, up from 0.9% compared to the previous year. The mindshare of Tidal by Redwood is 3.5%, down from 4.5% 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%
Tidal by Redwood3.5%
Other92.0%
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

"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 most valuable aspect of JAMS is its robustness."
"Our company is based on data. Everything we do is data-driven, so it has been very valuable having one place where we can process all of the data and do batch schedules with chunks of data."
"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 interface is good, and it's very easy to define and create jobs. If a job is not running or there is an error, the solution will send an email. That's all very good and very useful."
"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 user-friendly and adaptable scheduler allows us to manage various scheduling scenarios."
"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."
"The best features Astro by Astronomer offers include a large operator and library that I can work with for different use cases."
"It is mainly an improved version of Apache Airflow, and it has improved everything from the open source Airflow."
"I think the possibility to save time developing DAG in a smarter way with Astro by Astronomer is a significant benefit because, as I mentioned before, it suggests the best operator for your use case."
"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 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."
"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 had a positive impact on my organization mainly in terms of time savings and error reduction, since I seek to standardize all the processes within my framework."
"Astro by Astronomer has many integrations out of the box, making it easy to use and to access documentation."
"One of the most useful features is being able to set up a schedule and create dependencies. The calendar can kick off processes at certain times, based on dependencies that you specify, like time, or whether another process has finished. Dependencies are the most useful thing."
"Tidal Automation is very efficient and can quickly automate most manual and repetitive tasks."
"By leveraging machine learning algorithms, Tidal Automation can use this data to optimize turbine settings and improve overall efficiency and performance."
"With other tools, you do not have the ability to schedule jobs on their own. You need to create a group and then assign everything to that group. Only then will the job be able to execute. In Tidal, you can schedule a single job and there is no need to create a group. That's what I like the most."
"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."
"Tidal Automation allows organizations to automate complex workflows and processes, reducing the need for manual intervention and improving operational efficiency."
"Our implementation has been super stable, and it really kind of ticks all of the boxes."
"I like the fact that I have control, and I am able to monitor. If there is an issue, I would be able to respond to any jobs that may fail. With any other scheduler that I know of, a lot of times, when I have a very complex script, if there is an issue in the middle of it, I have to let the whole process fail and then figure out a way to recover from it, whereas Tidal will stop the process, and I can resolve that issue. Once I resolve the issue, I can continue the process. This is very important for invoicing, accounts payable, accounts receivable, or any kind of financial reporting. It allows you to recover from an issue much more effectively than anything else that I have seen."
 

Cons

"The client is horrible. Every time JAMS puts out a survey on what they can improve, I always say, "The client: When you are setting up jobs, it is quite horrible." The response has been, "Well, we are just using the Windows foundation," and I am like, "Why isn't it only your product?" We can get around it now that we know its quirks, but it is not the most user-friendly of tools out there. The UI is completely unintuitive. We had to go and open up a support ticket with JAMS just to get something back. It is not user-friendly at all."
"The only thing that they could improve on is the fact that they don't have a browser version of JAMS. They've got all the bits and pieces there if you want to build your own web version of it. It does come with a web client, but it's pretty clunky. They could improve on that."
"They recently switched to subscription-based pricing, which increased."
"In terms of improvements, I believe JAMS can enhance its user interface for better user experiences."
"JAMS notifications for hung jobs could be improved."
"Sometimes the UI is not the most responsive I've ever used. But because it does its job, I don't complain."
"For the most part, JAMS is very stable. Occasionally, if you leave multiple windows open over a period of time, it is necessary to end that task and restart."
"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."
"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."
"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 would like to add that the pricing could be improved."
"Overall, my experience with Astro by Astronomer was very positive, but there are a few areas where it could improve."
"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."
"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."
"Astro by Astronomer could improve by reducing costs or decreasing infrastructure management and having less dependency on Kubernetes so that the infrastructure is simpler."
"I believe there is a need for improvement in Astro by Astronomer, especially regarding the strict limitation of 10 DBT deployments."
"Tidal Software interface could be more intuitive and user-friendly."
"The solution needs more advanced reporting and data visualization capabilities to enable deeper analysis of job performance and trends."
"The biggest improvement they need to work on is doing better QA checks before they release new patches and service packs. We do find that you can't trust getting the new product right away, as they have to get some bug fixes out. They do tend to have some bugs in the first iteration."
"I know they are working on it, but there needs to be better reporting. Currently, there are only three or four reports that we can get off of the system. That needs to be improved. They already have a solution to this in the new version. I.e., a schedule of all the jobs running for one day, specifically calling out what dependencies that job relies on. It would be like a flow chart of how the day's jobs would run."
"One thing I would like to see improved is that, currently, when an action is executed and finishes in Tidal, it's marked as either "success" or "failure." I would like more options that would flag a job according to multiple options, rather than just "good" or bad"... Tidal has told us that it's possible to do so through the product or with a workaround."
"I know they are working on improving this already, but there needs to be better reporting."
"We've had some quirky stuff happen on an occasional basis where a job does not take off. For example, a job we expected to be finished by 3:00 a.m. is sitting there and not executing when we come in in the morning. We have to go all the way back to the dependencies and then we can see that one of the dependencies has become unscheduled, for some reason. No changes were made to the schedule but this prerequisite job has, all of a sudden, become unscheduled. I have brought this up with Tidal's support but they have never had an answer for it."
"When we patch to the next version, there is often a little thing that breaks. It has rarely been a big deal, but I always seem to have to follow up on one tiny issue. It would help if they had some better QA testing of their patches."
 

Pricing and Cost Advice

"The product is reasonably priced, and we don't have any add-ons."
"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."
"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."
"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 priced competitively compared to similar solutions and offers flexible licensing options to cater to user needs."
"The pricing of JAMS has not been an issue for us, as it has allowed us to save time."
"All licensing models are a little overpriced, but JAMS offers a good value, especially given their support response times and ability to handle unforeseen issues like the SFTP transfers. I hope to find more use cases to get a better bang for our buck."
Information not available
"They work with you on licensing. So, it has been great. Everybody has different licensing, but I've had good luck with the licensing. They've been very accommodating. You basically need to buy a license for each physical server, but then you're allowed an unlimited number of virtual servers."
"The new prices that we've received seem reasonable and comparable to the marketplace."
"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."
"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."
"Tidal is a low-cost tool and not expensive in comparison to other tools."
"...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."
"I have had no issues with the licensing."
"The price is reasonable in terms of the product’s functionality."
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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
18%
Outsourcing Company
14%
University
8%
Computer Software Company
8%
Financial Services Firm
18%
Construction Company
11%
Manufacturing Company
7%
Performing Arts
7%
 

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 Business6
Midsize Enterprise5
Large Enterprise24
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?
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 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...
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Also Known As

No data available
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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: August 2026.
909,099 professionals have used our research since 2012.