Astro by Astronomer vs OpCon 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 #13 with an average rating of 8.5. Astronomer holds a 1.4% mindshare in WA, compared to SMA Technologies’s 2.4% mindshare. Additionally, 100% of Astronomer users are willing to recommend the solution, compared to 97% of SMA Technologies users who would recommend it.

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Executive SummaryUpdated on Jan 18, 2026

OpCon and Astro by Astronomer compete in the automation and workflow orchestration space. OpCon is favored for deployment flexibility and support, while Astro stands out for advanced features, making it a better choice for data-driven companies despite higher costs.

Features: OpCon is known for seamless automation across diverse IT environments with capabilities like simplifying complex workflows, improving operational efficiency, and supporting various platforms. Astro by Astronomer is strong in data pipeline management, offering advanced data flow control, robust data integration features, and tools for sophisticated data orchestration tailored for data-focused processes.

Ease of Deployment and Customer Service: OpCon users benefit from intuitive deployment and a comprehensive support framework for a smooth implementation process with hands-on customer service that enhances adoption. Astro by Astronomer requires more technical expertise for initial deployment and relies heavily on strong documentation that allows user autonomy, though with somewhat less direct support.

Pricing and ROI: OpCon offers a flexible pricing model suitable for various business sizes, ensuring quick cost recovery through efficiency gains. Astro by Astronomer requires a higher initial investment but delivers significant ROI by optimizing data workflows. OpCon's model is approachable for small to medium-sized enterprises, while Astro justifies its cost over time, especially for data-centric operations.

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

Buyer's Guide

Astro by Astronomer vs. OpCon

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 OpCon is 2.4%, up from 1.7% 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%
OpCon	2.4%
Other	93.1%

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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Jose Rivera Hernandez

Senior VP of Technology at Triangle Credit Union

Helps automate all kinds of jobs and it's worth the price because it saves a lot of time and money

One problem that I had with them when we got SMA Technologies is that sometimes the jobs fail, but they automatically restart. SMA Technologies automatically gets a notification that the job has failed, and they restart it on their end, so now, we have the job restarting twice. There were times when we came into the office in the morning, and we had two files because the job ran twice. I do not know if the system can prevent a job from running the second time. If a job has run successfully, or it is running, it should not run again.

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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

"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."

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

"I find the historical tracking feature of JAMS invaluable for reviewing past events."

"The built-in triggers are great."

"The planning capabilities are most valuable."

"I didn't know about JAMS because I don't have a person with any challenges with the purchase administration. The feature or the user interface is user-friendly because of the readable icons or very descriptive icons. Though I'm a beginning user of JAMS, I had no issues using it."

"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."

"We looked at other companies, like VisualCron, that were cheaper, but one of the main sticking points was the fact that they wouldn't have provided a central location for us to monitor across all servers. That was one of the biggest selling points of JAMS."

More JAMS pros

"Astro by Astronomer has positively impacted my organization because it is open source code, so we can use it in AWS, Azure, GCP, or on servers that we have on-premise, ensuring we can use it in every situation."

"The best features Astro by Astronomer offers, in my opinion, are easy setup and good tutorials."

"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."

"Since I started using Astro by Astronomer, it has helped us to scale our data pipeline significantly, and without it, I could not have imagined achieving a flawless data pipeline."

"When I say it simplified development and user experience, I mean that it definitely made onboarding easier and reduced time significantly."

"I saved a significant amount of time compared to my previous setup as I deployed Astro by Astronomer on my local machine in about five minutes, whereas with the Airflow documentation it took much more time and was very painful compared to the Astro by Astronomer deployment."

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

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

More Astro by Astronomer pros

"We recently did a branch acquisition of another bank, though not a full bank. With that, we had to convert all of their ACH transactions. It was a very complicated product that we received from our core provider, Fiserv, for some translation programs. It was very cumbersome to run through the process, convert it out, get output files, etc. Without anyone touching it, I was able to automate the full process from pulling in the files from this other bank, converting everything needed, and posting it to our customer's account 24-hours throughout the day."

"The biggest example in which OpCon has improved my organization is that we have to download and process files from the federal reserve several times a day. If we don't do it in a certain timeframe, we can be penalized. It's the fact that we can download these files, process them, get our accounting teams the information they need to work the exceptions that is one of the most important roles."

"The solution has freed up employees to do more meaningful work as a result of automation. They don't have to sit there and wait for files to download. They don't have to stare at the screen while a process is running. It all runs in the background, doing it for them."

"OpCon has streamlined our operations, reducing the number of jobs by about 17 percent, optimizing and automating the scheduling of our programs, and enabling us to immediately create tickets in ServiceNow when a job is down using web services."

"MAS is by far the best feature, although not a feature of the software specifically. MAS has more knowledge than our employees, so we have been able to develop schedules that are far beyond our own skillset."

"OpCon improves our daily operations by automating many manual functions."

"Coming from the Control-M world, one of the things I like about OpCon is that I can sometimes do complex tasks with simple jobs."

"We consider OpCon to be one of our tier-one applications, meaning it's almost as critical and important as our core host system."

More OpCon pros

Cons

"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."

"The UI is completely unintuitive. We had to go and open up a support ticket with JAMS just to get something back."

"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."

"As an admin, I would like to have a web-based GUI instead of a client application that we have to install on our PCs."

"One issue which can prevent jobs from running is when a script gets into a loop."

"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."

"If around 5,000 or more jobs run at a time, JAMS slows down, and we have to wait around five to 10 minutes or restart JAMS scheduler services."

"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."

More JAMS cons

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

"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."

"I believe one area for improvement for Astro by Astronomer would be to further expand the documentation and examples for more advanced scenarios, especially involving integrations with AWS, Amazon ECS, AWS Fargate, and Astronomer Cosmos."

"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 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."

"Overall, my experience with Astro by Astronomer was very positive, but there are a few areas where it could improve."

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

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

More Astro by Astronomer cons

"At the same time that I'm trying to keep it in our company, everybody thinks it's very expensive."

"I might like to see a little bit more of a seamless user interface. That would be good. They're moving towards a browser-type interface, rather than the Java application that we currently use. Also, a little bit more built-in self-service would be good, rather than a standalone product."

"The way to view a schedule is called perch view, and that's not always the greatest. It can be quite slow."

"The logs are a little daunting to look at the first few times, however, as you begin to understand what you're looking at, it becomes easier."

"There is some difficulty with the ease of use when I don't have some of the templates that were already created. More templates would be great. Non-core featured templates are my biggest struggle."

"Some additional logging-information reporting would also help. They have all the information there but you still have to search around and look back. It's not right there for you, where you click and can get the reporting. You have to know the system and do some additional searches. So reporting is another area that they can build on by simplifying it."

"One problem that I had with them when we got SMA Technologies is that sometimes the jobs fail, but they automatically restart. SMA Technologies automatically gets a notification that the job has failed, and they restart it on their end, so now, we have the job restarting twice. There were times when we came into the office in the morning, and we had two files because the job ran twice."

"There is room for improvement needed around setting up the calendars and frequencies. I would like more flexibility in what jobs run. Sometimes, with frequencies, I can't find what I want to without putting a little more labor into it."

More OpCon cons

Pricing and Cost Advice

"I haven't been involved in the financial side for several years, but we buy one host and unlimited agents, and we get a reasonable price for that. We're happy with the amount we pay and the scalability it provides."

"The product is reasonably priced, and we don't have any add-ons."

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

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

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

"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."

"The pricing is reasonable."

"The product is reasonably priced, and we don't have any add-ons."

More JAMS pricing and cost advice

Information not available

"Scaling is pricey."

"Our license is for 1000 jobs. Including support, the license and upgrades are 2000 euros a month."

"On a yearly basis our cost is between $25,000 and $30,000."

"Our annual maintenance costs are $45,000. The initial cost is separate."

"I believe our cost is about $150,000 annually."

"Operating OpCon comes with a cost."

"This solution is certainly not the cheapest, but we win in time."

"The pricing is reasonable."

More OpCon pricing and cost advice

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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

16%

Computer Software Company

16%

Construction Company

Outsourcing 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	16
Midsize Enterprise	29
Large Enterprise	19

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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What is your experience regarding pricing and costs for OpCon?

I am the one who signs the contract. In the beginning, when I started working here, it seemed very expensive, but aft...

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What needs improvement with OpCon?

One problem that I had with them when we got SMA Technologies is that sometimes the jobs fail, but they automatically...

See all answers

What is your primary use case for OpCon?

In this credit union, we use OpCon for automation. That is the main use of it. We have over 3,000 jobs and schedules ...

See all answers

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

More JAMS Competitors

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

More Astro by Astronomer Competitors

Control-M vs OpCon

Compared 12% of the time

AutoSys Workload Automation vs OpCon

Compared 11% of the time

AppWorx Workload Automation vs OpCon

Compared 8% of the time

VisualCron vs OpCon

Compared 6% of the time

Jitterbit Harmony vs OpCon

Compared 3% of the time

More OpCon 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

OpCon

July 2026

Download OpCon 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

OpCon empowers organizations with its extensive automation capabilities and seamless integrations, particularly appreciated in financial institutions for managing and optimizing batch processes and operational tasks across platforms such as core systems, Windows, and the cloud.

OpCon offers reliable scheduling and management of workloads, crucial for reducing manual interventions and errors. Its robust automation and integration features with systems like Corelation KeyStone and Symitar support efficient operations, contributing to significant time savings and increased productivity. Users find its ease of use beneficial, although some aspects like web functionalities, integration with third-party systems, and flexibility could improve.

What are key features of OpCon?

Automation Capabilities: Advanced tools for automating diverse tasks and batch processes.
Seamless Integration: Compatible with KeyStone and Symitar, enhancing system functionality.
Self-Service: Enables independent initiation of processes by users.
Scheduling Functionality: Efficiently manages workflows, minimizing manual interventions.

What benefits can users expect?

Time Savings: Streamlines tasks, reducing operational time.
Enhanced Productivity: Increases efficiency across departments by simplifying processes.
Reliability: Delivers dependable automation with minimal errors.
Ease of Use: Simplifies task management with intuitive operations.

In financial institutions, OpCon enhances efficiency by automating batch processing, file transfers, and core processes like reporting and ACH processing. It integrates third-party tools, enabling job scheduling across environments from mainframes to cloud, thereby improving operational performance and reducing manual work.

SMA Technologies

Sample Customers

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

Information Not Available

LOHR, Carnival Cruise Lines, Herbalife, Digital Federal Credit Union, Synergent, Frandsen Bank & Trust

Buyer's Guide

Astro by Astronomer vs. OpCon

August 2026

Free Report: Astro by Astronomer vs. OpCon

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