Astro by Astronomer vs VisualCron comparison

Astronomer and SMA Technologies are both solutions in the Workload Automation category. Astronomer is ranked #5 with an average rating of 8.2, while SMA Technologies is ranked #25. Astronomer holds a 1.4% mindshare in WA, compared to SMA Technologies’s 2.1% mindshare. Additionally, 100% of Astronomer users are willing to recommend the solution, compared to 100% of SMA Technologies users who would recommend it.

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Executive SummaryUpdated on Jan 18, 2026

VisualCron and Astro by Astronomer are competing products in the workflow automation category, with Astro by Astronomer having the upper hand due to its robust cloud-native integration and advanced orchestration capabilities.

Features: VisualCron offers task automation with extensive scripting, event triggers, and scheduling configurations for various operational needs. Astro by Astronomer provides seamless integration with cloud services and scalable data pipeline orchestration, making it beneficial for data-centric environments. VisualCron is ideal for on-premise automation, while Astro by Astronomer focuses on enhanced scalability and modern data workflow management.

Ease of Deployment and Customer Service: VisualCron delivers straightforward on-premise deployment with direct support, suitable for traditional infrastructures. Astro by Astronomer offers a cloud-first deployment approach, simplifying cloud environments and providing prompt assistance, advantageous for complex, dynamic data workflows.

Pricing and ROI: VisualCron has a straightforward pricing structure focused on enterprise affordability, offering substantial ROI through versatile automation. Astro by Astronomer, though higher in cost, justifies its investment by improving data processing efficiency and reducing time-to-market for data products.

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

Buyer's Guide

Astro by Astronomer vs. VisualCron

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 VisualCron is 2.1%, up from 1.3% 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%
VisualCron	2.1%
Other	93.4%

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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Sourav-Dutta

Technical Lead - Database Administrator at SMART ENERGY SYSTEMS LLC

It's user-friendly, and I didn't need long to understand the process

We use VisualCron for all our automation needs, like connecting to FileZilla, calling APIs, generating PGP keys, creating encryption files with the PGP key login to Azure, etc. It can automatically log in to SQL Server and execute SQL script jobs in bulk. We had 2,000-3,000 users at my previous…

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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

"The user-friendly and adaptable scheduler allows us to manage various scheduling scenarios."

"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."

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

"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."

"What my team needs are tools to reliably execute all the jobs, minimize the risks, and support high-availability, and JAMS does the job."

"JAMS has positively impacted our organization by saving us time, reducing errors, and improving workflows."

"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."

"It makes everything that we want to do so much easier. We have had a number of instances in the past where we have had developers who have been working on a project, and even though we have had JAMS for all these years, they will create some SQL Server Agent job, or something like that, to run a task. When it is in code review and development is complete, the question always comes around, "Can JAMS do this?" The answer has always been, "Yes." Pretty much anything we have ever developed could be run by JAMS."

More JAMS pros

"Previously, developing DAGs took days and sometimes a sprint, now I can deliver within a couple of hours."

"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."

"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."

"The best features Astro by Astronomer offers include a large operator and library that I can work with for different use cases."

"The positive impact of Astro by Astronomer has mainly been on team productivity and the standardization of development."

"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."

"Astro by Astronomer has many integrations out of the box, making it easy to use and to access documentation."

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

More Astro by Astronomer pros

"Support is AAA+, fast, and very detailed."

"I love VisualCron because we previously spent a lot of time writing Power switches to connect to SQL Server. VisualCron makes it easier to execute services or connect to FileZilla by only adding the credentials to the master credentials stored in the solution."

"VisualCron is a very powerful program to automate different steps in your business processes. We use it to automate replacing files and inform departments about the replacement."

"We don't have to do any coding. We just plug and play and it works."

"It has improved our organization with more automation within the business departments and less administration and development in the IT department. Usually, as the IT department, we are the bottleneck for many requirements within the business. With this tool, the business departments are able to perform many task themselves."

"'ve only had a few cases where I've had to request support in the past 12 years of use, but the support response time and resolution were was extremely quick."

"It helped us reduce manual steps."

"The tool has reduced our operational costs by 40%."

More VisualCron pros

Cons

"I would like to see the ability to interface with Microsoft group-managed service accounts, but they're still in the research phase. They need to ensure everything's legit and safe. The report designer and dashboards could also be improved. We're running 7.3, so I don't know if they have updated the reporting in 7.5, but I think the reports and dashboards could be better."

"Fortra is getting much better with documentation and examples, but there is still room for improvement."

"For scalability, I would rate it as seven because when we have a huge volume, sometimes the tool is not so responsive."

"The UI could be better. There were some things that were not quite intuitive, such as the search tool. When we tried to search for jobs, we had to clear the entire search and then go in and enter the new search query. That's something that wasn't intuitive for a new user."

"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."

"JAMS handles exceptions fairly well but there are some areas where it might improve a little bit. It has to do with being able to automatically handle exceptions, out-of-the-box, rather than having to code them."

"The biggest area with room for improvement is the area that my organization benefits the most from using JAMS, and that is in custom execution methods. I happen to have a very good C# developer. Ever since we got JAMS, he has spent a lot of time talking to JAMS developers, researching the JAMS libraries, and creating custom execution methods. He's gotten very good at it. He is now able to create them and maintain them very easily, but that knowledge was hard-won knowledge. It was difficult to come by, and if I should ever lose this developer, then I would be hard-pressed to find anyone who could create JAMS custom execution methods quite as well as he can since there really isn't all that much help, such as documentation or information, available on how to create custom execution methods."

"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."

More JAMS cons

"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."

"Astro by Astronomer is doing great, and while improvement opportunities exist, particularly around the cost model, which can occasionally feel steep, I generally find it quite favorable."

"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."

"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."

"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."

"I think there is an aspect of the tool that has caused me some difficulty, which is the scheduler, and I think it could be more intuitive or efficient."

"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."

"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."

More Astro by Astronomer cons

"An area for improvement in VisualCron is its cluttered interface."

"The documentation is a bit weak."

"Some preferences and permissions are not quite self-explanatory, but those are rather advanced features."

"I want to improve the UI in VisualCron, as it's not as user-friendly, particularly when setting up the task scheduler. If you're familiar with the tool, then no problem, but if not, you'll have a problem typing text because sometimes, the cursor points to other places, so there's an issue with text box alignment in VisualCron. That was painful for me when I was just a VisualCron novice, but when you become used to it, there won't be a problem."

"There are some conditions in the mail trigger, but you can only use them as an "AND" condition, not as an "OR" condition. This is an improvement that could be useful. For example, some people put "invoice" in the subject and others put "invoice" in the body. If I want to make a trigger for everybody whose sending invoices, I have to make two jobs for this now."

"I've mentioned before that it would be great to see a move away from SQLCE and XML configuration files."

"VisualCron seems to operate like an efficient machine when it comes to improvements and enhancements and new features. I always appreciate the quick response I get when bringing up an issue or coming up with suggestions. I've mentioned before that it would be great to see a move away from SQLCE and XML configuration files."

"VisualCron's command console is a little bit difficult to understand and needs to improve."

More VisualCron cons

Pricing and Cost Advice

"The pricing is reasonable."

"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."

"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."

"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."

"JAMS is priced competitively compared to similar solutions and offers flexible licensing options to cater to user needs."

"There are no additional costs other than the license for Fortra's JAMS which is affordable."

"Our licensing is pretty cheap because we have a state solution. So, we pay only $1,000 a year."

"JAMS is relatively inexpensive, with additional costs only incurred for tags, other services, and optional support renewals."

More JAMS pricing and cost advice

Information not available

"We are fine with a rather cheap setup. Licensing with VisualCron is fair. You have a simple one-year licence in different sizes. There isn't a licensing jungle with hundreds of options and opt-ins."

"ROI is one month."

"The price is a bit high."

"ROI is 95 percent."

"VisualCron is correctly priced because it wasn't very cheap, and it wasn't overly expensive, so the price for it was set correctly. When my previous company bought VisualCron, it was €800 per server per year. On a scale of one to five, I would rate the pricing for VisualCron a five because it was just right. The tool was affordable, and it has one of the most competitive pricing in the market."

"The pricing is extremely fair, and because of that I recommend purchasing multiple instances to split out the processing load across multiple application servers."

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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

25%

Financial Services Firm

11%

Manufacturing Company

Healthcare 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	5
Midsize Enterprise	1
Large Enterprise	5

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...

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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

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Redwood RunMyJobs vs JAMS

Compared 6% of the time

Automic Automation vs JAMS

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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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ActiveBatch by Redwood vs VisualCron

Compared 10% of the time

UiPath Platform vs VisualCron

Compared 7% of the time

Microsoft Power Automate vs VisualCron

Compared 7% of the time

Control-M vs VisualCron

Compared 7% of the time

CData Arc vs VisualCron

Compared 4% of the time

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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

VisualCron

July 2026

Download VisualCron product report

Interactive Demo

JAMS Software

Demo not available

Astronomer

Demo not available

SMA Technologies

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

VisualCron offers task automation through a visual interface, eliminating the need for programming skills. With capabilities like alerting and variable usage, users benefit from integration with databases, timely task execution, and cross-platform operations.

VisualCron empowers users by simplifying complex workflows. It allows seamless task automation through features like interactive scheduling and role-based operations. Users appreciate its integration capabilities, replacing multiple tools with a comprehensive automation solution. The support system ensures quick assistance, making it a reliable choice for workflow visualization and task execution. However, areas like error handling and interface design require enhancements for improved user experience.

What are the key features of VisualCron?

Visual Interface: Users automate tasks without needing programming skills.
Integration: Connects with databases and multiple systems to streamline operations.
Alerting: Notifies users about tasks and system statuses.
Task Scheduling: Allows interactive management of automated tasks.
Credentials Management: Enables cross-platform operations securely.

What benefits can users expect when evaluating VisualCron?

Increased Efficiency: Reduces the time spent on manual processes.
Cost Reduction: Eliminates the need for multiple tools by consolidating functionalities.
Enhanced Support: Offers robust post-sales support for quicker assistance.
Streamlined Workflows: Simplifies complex task automation.

Organizations leverage VisualCron in industries like finance and logistics to automate tasks such as encryption and secure file transfers. It's also integral in managing data operations, facilitating communications between systems, and executing SQL jobs, enhancing operational efficiency across sectors.

SMA Technologies

Sample Customers

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

Information Not Available

7 Eleven, ABB Sécheron SA, Adobe Systems Incorporated, Amazon Europe Core, Apple, Assa Abloy, Aston Martin, Banco Santander, BMW (Australia)

Buyer's Guide

Astro by Astronomer vs. VisualCron

August 2026

Free Report: Astro by Astronomer vs. VisualCron

Find out what your peers are saying about Astro by Astronomer vs. VisualCron and other solutions. Updated: August 2026.

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