Astro by Astronomer vs Rocket Zena comparison

Astronomer and Rocket Software are both solutions in the Workload Automation category. Astronomer is ranked #5 with an average rating of 8.2, while Rocket Software is ranked #24. Astronomer holds a 1.4% mindshare in WA, compared to Rocket Software’s 3.0% mindshare. Additionally, 100% of Astronomer users are willing to recommend the solution, compared to 100% of Rocket Software users who would recommend it.

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Executive SummaryUpdated on Jan 18, 2026

Rocket Zena and Astro by Astronomer are competing analytics platforms designed for data processing and integration in the tech sector. Astro by Astronomer appears to have the upper hand with its advanced feature set and long-term value proposition.

Features: Rocket Zena offers intuitive data integration, effective data management tools, and user-friendly interfaces simplifying complex processes. Astro by Astronomer provides significant scalability, advanced predictive analytics, and in-depth insights, making it attractive for businesses seeking comprehensive analytics.

Ease of Deployment and Customer Service: Rocket Zena features a straightforward deployment process with reliable customer support, promoting quick implementation. Astro by Astronomer focuses on a cloud-centric deployment, needing a significant setup phase but ensuring thorough support throughout the implementation.

Pricing and ROI: Rocket Zena offers competitive pricing with quick ROI, ideal for emerging businesses. Astro by Astronomer requires a higher initial investment, promising significant long-term ROI through its extensive capabilities.

To learn more, read our detailed Astro by Astronomer vs. Rocket Zena Report (Updated: August 2026).

Buyer's Guide

Astro by Astronomer vs. Rocket Zena

August 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

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 Rocket Zena is 3.0%, up from 2.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Workload Automation Mindshare Distribution
Product	Mindshare (%)
JAMS	3.1%
Astro by Astronomer	1.4%
Rocket Zena	3.0%
Other	92.5%

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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JuanGonzalez6

IT Solutions Manager at a government with 5,001-10,000 employees

A continuously evolving, stable solution, with responsive support

The visual whiteboard for design and execution included with the solution is very crucial to those who are new to Rocket Zena, especially so that the learning curve is minimized and they can focus on accomplishing the task. We process our system's payroll through Rocket Zena. The fact that it's a multi-process, multi-layered application, means that we can rely on the solution for kicking off processes, notifying user vendors of the steps, completions, error logging, and historic events from the previous run times. Rocket Zena's ability to automate jobs on the mainframe as a distribution workload automation solution is good. The solution continuously improves over time. We're eager to start the latest upgrade this coming year that'll put us on the cloud. Hopefully, this will improve the product even more. We can run things natively without the scheduler if needed. The solution working properly and up to date without the need for a mainframe scheduler is crucial. We use the solution to manage a few complex operational workflows end-to-end across multiple technology stacks. Rocket Zena does a great job of simplifying our cross-platform processes through automation. The solution helps speed operations up and keeps them automated allowing us to focus on other priorities. The solution helps increase our completion rates by working overnight to meet our SLAs. Rocket Zena completes 30 percent of our workload outside of our standard work hours. Rocket Zena's cross-platform job scheduling helped us save around 40 percent of programming time by automating repetitive tasks. We use the solution to transfer our current files and keep up with our infrastructure on a few automated jobs, such as refreshing our database which happens overnight. The solution helped free up around 15 percent of our engineer's time to focus on more value-added work.

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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

"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."

"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 feature or capability to import a job is most valuable. We can import an existing job from different platforms, and all the configurations get migrated as well without modifying the code, job schedule, etc."

"The most valuable aspect of JAMS is its robustness."

"Getting JAMS in place was a game changer for us back then."

"The fact that we no longer need to use Excel spreadsheets is huge. Before JAMS, every group was keeping track of their own batch jobs. Nobody really knew what the other jobs were. So, if jobs failed, other groups wouldn't necessarily know. With JAMS, everything is done through a single scheduler. You can choose who to notify."

"JAMS has improved our productivity immensely because everything flows. I don't think we could operate at our current staffing levels without it."

"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."

More JAMS pros

"Using Astro by Astronomer is definitely improving our team's productivity."

"I would definitely say the migration capabilities save huge amounts of time and effort."

"Astro by Astronomer has positively impacted my organization because it continuously follows the latest version of Airflow as an open-source project."

"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."

"My experience with customer support has been quite pleasant, as we always get a response."

"Astro by Astronomer has positively impacted my organization by making work easier; tasks are getting completed in much less time than before."

"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 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."

More Astro by Astronomer pros

"In the latest upgrade, Zena added a web-based client. The more I use it, the more I like it. It's an excellent interface. They do a good job of steadily improving the solution to make it more useful."

"I have found the scheduling feature the most valuable, as I can map dependencies by using ASG-Zena and it gives a nice, quick visualization as to where things are."

"Its FTP feature is very good, as is scheduling any process or task with the Zena client. I have found it to be very helpful. If a task fails, it gives you a prompt."

"You can click Ctrl-G and bring a diagram view. You're able to view in a diagram format. The view that it provides is easy, and you can move to the left, up, or down. You can double-click on a certain process. It'll drill into that process and all of its underlying components. You can double-click on an arrow or a component, and it'll bring up a screen that'll have all the variables that are assigned to that particular piece, as well as the values at run time. So, the diagram feature of it, at least for me, is pretty valuable."

"The most valuable feature is the FTP file transfer."

"We haven't had any problems since we installed it. It runs as expected, we haven't had any critical problems. It helps keeps the business running 24/7."

"Once you master it, it's a pretty good tool."

"From a Linux configuration point of view, Rocket Zena is straightforward. It's fairly easy to set up the server and agents once you know how to do it."

More Rocket Zena pros

Cons

"When looking at a folder in JAMS with many jobs, it would be good to have better information in the list display of what's inside those jobs. We get some information, but other important details are missing."

"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."

"I'm not sure if they have fixed it in a newer version, but there is no global search in the version I have. If I have multiple sub-folders that are named for business units, like HR or IT, and I have to search for a job, I cannot search from the top. I have to go to the HR folder to search for a particular job, or to the IT folder."

"In terms of improvements, I believe JAMS can enhance its user interface for better user experiences."

"I would enhance the compatibility feature of JAMS because sometimes when the server is under high load, it does not inform us and we cannot get answers."

"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."

"To improve JAMS, it should resolve the issues with the JD Edwards application and the need for the SSH agent in the current version, which has been a problem for a while."

"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."

More JAMS cons

"I would like to add that the pricing could be improved."

"One challenge I find with Astro by Astronomer is the cost because it is relatively higher than other tools."

"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."

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

"Sometimes we experience performance bottlenecks, depending on the time we are running DAGs simultaneously."

"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."

"There is room for improvement around having an improved UI and also integration with other tools."

"Astro by Astronomer can be improved always by integrating and being in attention with the capabilities that are emerging in the technology as well."

More Astro by Astronomer cons

"The documentation has room for improvement."

"Rocket Zena is a mainframe-based job scheduler. I would like it to be more open so that we can use it on a distributed platform."

"In the web interface, it stacks the tasks across the top, and they accumulate until you close or clean those out. That seems a little cumbersome. You must right-click and close all tabs constantly to keep the console clean and manage your views."

"The scheduling mapping is a little disjointed. There is no wizard-type approach."

"Another one that is probably a little bit bigger for me is that when there is an issue or there's an error, it writes on a different screen. I have to find the actual process name and go to a different screen to view the alert that got generated. On that screen, everyone's processes, not just the processes of the folks in my department, are thrown. It takes me a while to find the actual error so that I could go in there and look at the alert. It could be because of the way it was set up, but at least for me, it isn't too intuitive."

"One area where it could be improved is communication between the different servers. Sometimes there are processes that have already been completed but we get a status notification that they're still active."

"The scheduling mapping is a little disjointed. There is no wizard-type approach. There are a lot of different things that you have to do in completely different areas. They could probably add the functionality for creating all components of a mapping or an OPA schedule. The component creation could be done collectively rather than through individual components."

"The UI is not intuitive, and it would be nice if there was a web interface."

More Rocket Zena cons

Pricing and Cost Advice

"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 pricing of JAMS has not been an issue for us, as it has allowed us to save time."

"In the end, you'll find that it's really worth the price. There is some sticker shock, but it's worth every dime."

"The pricing is very fair. We have seen very minimal to no price increases over the years. We are not banging down the door of support all the time either. I would imagine if we were a company that submitted a dozen support tickets a week for the last nine years, then it might be a little different because we would be eating up everybody's time. However, for what we get out of it, the pricing is extremely fair. Back when we were originally looking and brought in JAMS, we were looking at a couple of the other competitive products that were in this space, but the pricing from JAMS was far and away better than what the other competitors could offer for the same functionality."

"It's expensive, to be honest, but it does the 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."

"Fortra's JAMS pricing structure has deteriorated significantly since its acquisition by Fortra."

"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."

More JAMS pricing and cost advice

Information not available

"The pricing and the licensing are good. It is affordable and can be used to improve and optimize productivity."

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Top Industries

By visitors reading reviews

Financial Services Firm

16%

Construction Company

12%

Manufacturing Company

Comms Service Provider

Financial Services Firm

18%

Outsourcing Company

14%

University

Computer Software Company

Financial Services Firm

23%

Construction Company

Computer Software Company

Insurance Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	15
Midsize Enterprise	14
Large Enterprise	23

By reviewers
Company Size	Count
Small Business	6
Midsize Enterprise	5
Large Enterprise	24

By reviewers
Company Size	Count
Small Business	3
Large Enterprise	6

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?

To improve JAMS, it should resolve the issues with the JD Edwards application and the need for the SSH client connect...

See all answers

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...

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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...

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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...

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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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Comparisons

Control-M vs JAMS

Compared 12% of the time

AutoSys Workload Automation vs JAMS

Compared 9% of the time

Stonebranch vs JAMS

Compared 8% of the time

VisualCron vs JAMS

Compared 7% of the time

Redwood RunMyJobs vs JAMS

Compared 6% of the time

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AutoSys Workload Automation vs Astro by Astronomer

Compared 19% 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 13% of the time

Tidal by Redwood vs Astro by Astronomer

Compared 10% of the time

Ab Initio Co>Operating System vs Astro by Astronomer

Compared 4% of the time

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Control-M vs Rocket Zena

Compared 16% of the time

IBM Workload Automation vs Rocket Zena

Compared 11% of the time

BMC AMI Ops vs Rocket Zena

Compared 8% of the time

AutoSys Workload Automation vs Rocket Zena

Compared 7% of the time

Nintex Process Platform vs Rocket Zena

Compared 3% of the time

More Rocket Zena Competitors

Product Reports

Buyer's Guide

JAMS

August 2026

Download JAMS product report

Buyer's Guide

Astro by Astronomer

August 2026

Download Astro by Astronomer product report

Buyer's Guide

Rocket Zena

July 2026

Download Rocket Zena product report

Also Known As

No data available

ASG-Zena

Interactive Demo

JAMS Software

Demo not available

Astronomer

Demo not available

Rocket 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

Rocket Zena offers scheduling and dependency mapping, intuitive interface, and containerized deployment. It simplifies workflow automation, enhancing efficiency across platforms.

Rocket Zena's strengths lie in its scheduling capabilities, graphical interface, and efficient deployment. It supports users in task management with cross-platform scheduling, streamlining repetitive tasks through automation. The web-based client facilitates process visualization and workflow management, while the notification system enhances task handling. Users can manage mainframe, Linux, and Windows environments while integrating with SAP and Oracle, ensuring comprehensive automation and efficient job execution.

What are the key features of Rocket Zena?

Scheduling and Dependency Mapping: Manages tasks efficiently with a graphical interface.
Containerized Deployment: Simplifies deployment and improves efficiency.
FTP Capabilities: Facilitates secure file transfers and backups.
Web-based Client and Whiteboard: Enhances process visualization and control.
Cross-Platform Scheduling: Automates repetitive tasks, reducing manual intervention.

What benefits and ROI should users expect?

Enhanced Efficiency: Automates complex tasks, freeing time for value-added work.
Improved Accuracy: Minimizes manual errors with reliable automation.
Streamlined Task Management: Simplifies workflow with intuitive notification systems.
Easy Integration: Supports SAP, Oracle, and other enterprise platforms.

In industries like finance and manufacturing, Rocket Zena plays a vital role in scheduling batch jobs and automating file transfers. It helps adapt task scheduling to business calendars and integrate with existing platforms, ensuring a smooth workflow that meets business objectives.

Rocket Software

Sample Customers

Teradata, Arconic, General Dynamics, Yum!, CVS Health, Comcast, Ghiradelli, & Boston’s Children’s Hospital

Information Not Available

Fraternidad Muprespa

Buyer's Guide

Astro by Astronomer vs. Rocket Zena

August 2026

Free Report: Astro by Astronomer vs. Rocket Zena

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