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Astro by Astronomer vs BMC AMI Ops comparison

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Comparison Buyer's Guide

Executive SummaryUpdated on Mar 15, 2026

Review summaries and opinions

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

ROI

Sentiment score
5.2
JAMS Scheduler enhances efficiency by automating tasks, reducing manual labor, improving productivity, and allowing focus on core activities.
Sentiment score
3.4
Adopting Astro by Astronomer leads to faster deployments, increased efficiency, reduced costs, and enhanced productivity through automation and resource optimization.
Sentiment score
6.2
BMC AMI Ops enhances efficiency and resource optimization, reducing costs and improving productivity through automation and capacity insights.
The design of JAMS makes it very easy to copy jobs and make minimal changes while ensuring functionality.
Cloud Engineer at a financial services firm with 501-1,000 employees
The cost has definitely gone up tremendously.
Principal Data Base And Infrastructure Engineer at a outsourcing company with 501-1,000 employees
It saved IT time by 50%.
Vice President, Information Technology at a financial services firm with 501-1,000 employees
I am still working with the same number of employees, but the deliverables, quality, and development lifecycle have become shorter.
Manager, Project Development at a tech vendor with 10,001+ employees
The return on investment has been remarkable, with savings exceeding seventy-five percent compared to previous manual cron job management.
MLOps | Senior Data Engineer at Walmart Global Tech India
Now, currently, after Astro by Astronomer, we could manage it for probably one thousand five hundred to one thousand eight hundred dollars per month.
Data Platform Engineer at Babbel
The value for us is mainly in faster issue identification, more efficient troubleshooting, and better visibility into the mainframe.
Software engineer at a outsourcing company with 1,001-5,000 employees
Visibility into cost and capacity awareness has improved planning and provided insights for MSU usages in the workload, helping us optimize resource utilization.
Consultant at ATOS
It reduces time requirements by almost fifty to sixty percent.
Software Developer at Titan's Lab
 

Customer Service

Sentiment score
6.6
JAMS Scheduler's customer service is highly praised for its responsiveness, technical expertise, and efficient problem-solving abilities.
Sentiment score
4.8
Astro by Astronomer provides fast, reliable support, helping users manage tasks efficiently with robust resources and secure management.
Sentiment score
4.7
BMC support is praised for knowledgeable assistance in complex mainframe issues, despite occasional delays and communication challenges.
The customer support for JAMS Scheduler is amazing, superhero quality.
Student Server Support / Liasion at Hamilton County ESC
Their response is prompt, exemplifying how support should be.
Manager of Reliability Engineering and Security Operations at a computer software company with 501-1,000 employees
They are very quick to respond depending on the issue's severity.
System Engineer at a financial services firm with 1,001-5,000 employees
I have some SLA agreements, and more than 95 percent of the time, I have seen those SLAs get met.
Manager, Project Development at a tech vendor with 10,001+ employees
We use Airflow connections variables or have integrated with a secret manager like Azure Key Vault to securely manage credentials.
Consultant at a tech vendor with 10,001+ employees
It was a pleasure to talk with them and exchange ideas because they had solutions for all of our queries.
Data engineer at a hospitality company with 10,001+ employees
Previously, we faced an issue and contacted the team, and they were very helpful.
Software Developer at Titan's Lab
For more complex mainframe-related issues, the resolution can sometimes require additional investigation and back-and-forth communication.
Software engineer at a outsourcing company with 1,001-5,000 employees
They respond quickly when I need assistance with features or tools.
Devops Specialist at Amdocs
 

Scalability Issues

Sentiment score
6.3
JAMS Scheduler scales efficiently across environments, managing thousands of jobs, with flexibility and centralized scheduling despite licensing constraints.
Sentiment score
5.6
Astro by Astronomer effectively scales for varying data volumes and workloads, maintaining stability with efficient resource management.
Sentiment score
6.6
BMC AMI Ops reliably supports growing workloads and multiple servers with effective scalability and responsive support for complex environments.
Those are situations where it has helped us to just say that we don't really care in which tech stack that we are in, whether it's latest or not, but the forward as well as the backward compatibility has been of great help.
Principal Data Base And Infrastructure Engineer at a outsourcing company with 501-1,000 employees
As the number of scheduled jobs increased, we can manage multiple schedules, dependencies, and workflows centrally.
Consultant at a consultancy with 201-500 employees
We might be underutilizing it, but as more jobs require processing, additional servers would be necessary.
System Engineer at a financial services firm with 1,001-5,000 employees
The scalability of Astro by Astronomer is good and quite easy, and it is maintained as a service by the Astronomer team.
Manager, Project Development at a tech vendor with 10,001+ employees
We do not have to worry about selecting the right worker size, and it is quite scalable.
Data Platform Engineer at Babbel
Since it is a managed Airflow platform, it can scale its underlying worker nodes to support more concurrent DAGs and tasks without requiring us to manually manage infrastructure.
Consultant at a tech vendor with 10,001+ employees
Regarding the scalability of BMC AMI Ops, I can say that it is scalable.
System Engineer at a program development consultancy with 1-10 employees
A unified monitoring interface is helpful, and the quick time, centralized dashboards, and alerts across multiple components result in better visibility and operational efficiency.
Consultant at ATOS
They provide solutions, and if they do not have one, they contact the development team to address our scaling needs.
Senior Cloud & Infra Engineer at TTX
 

Stability Issues

Sentiment score
8.0
JAMS Scheduler offers high stability with minimal disruptions, ensuring reliable uptime and performance even under heavy loads.
Sentiment score
8.1
Astro by Astronomer is stable, reliable, and effectively manages issues, with users citing external factors as the main challenge.
Sentiment score
8.6
BMC AMI Ops is praised for stability, scalability, security, reliability, and effective batch management, with minimal downtime reported.
We experience periods of major incidents annually due to capacity constraints, which result in job failures.
Manager of Reliability Engineering and Security Operations at a computer software company with 501-1,000 employees
When issues occur, the monitoring and execution logs make it easier to identify and recover from them.
Consultant at a consultancy with 201-500 employees
JAMS Scheduler is as stable as a rock.
Student Server Support / Liasion at Hamilton County ESC
We did not have any production issues or user interface unavailability.
Data engineer at a hospitality company with 10,001+ employees
When we migrated to Astro by Astronomer, those were some of the challenges that we had to overcome.
Data Platform Engineer at Babbel
In my experience, we did not face any major outages caused by Astro by Astronomer itself.
Consultant at a tech vendor with 10,001+ employees
BMC AMI Ops is very stable.
System Engineer at a program development consultancy with 1-10 employees
Security-wise, we do not think there is any breach.
Consultant at ATOS
Its scalability is very strong.
Software Developer at Titan's Lab
 

Room For Improvement

JAMS Scheduler needs improved error diagnostics, a user-friendly interface, web-based client, enhanced documentation, and updated UI.
Astro by Astronomer should enhance interface, customization, and documentation while improving pricing, installation, and adding AI features.
BMC AMI Ops needs a modern interface, improved features, and AI for enhanced efficiency and user-friendly experience.
Another area for improvement would be the addition of source control for jobs internally, as this feature would solve several problems for me.
Manager of Reliability Engineering and Security Operations at a computer software company with 501-1,000 employees
A major improvement would be the integration of AI to help us accomplish various tasks.
System Engineer at a financial services firm with 1,001-5,000 employees
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.
ETL Data Engineer at a tech vendor with 10,001+ employees
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.
Data Engineer at a outsourcing company with 201-500 employees
The infrastructure is simpler without Kubernetes dependency.
Data Scientist at a manufacturing company with 10,001+ employees
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.
Systems Analyst at a tech vendor with 10,001+ employees
The jobs should be arranged sequentially by default; this could be improved.
System Engineer at a program development consultancy with 1-10 employees
Enhancing automation around operational tasks can reduce manual intervention and enable teams to respond faster.
Devops Specialist at Amdocs
A feature that allows alerts to come directly from MainView to ITSM would be extremely beneficial.
Senior Specialist at a tech vendor with 10,001+ employees
 

Setup Cost

JAMS Scheduler offers flexible, cost-effective pricing with scalable options, though recent subscription changes have increased costs for some users.
Enterprise users of Astro by Astronomer had varied pricing experiences, with mixed satisfaction and calls for flexible pricing options.
BMC AMI Ops pricing suits enterprises with potential efficiency, though some find costs high despite supportive implementation.
The pricing was reasonable, and the vendor only charged us for the migration process, meaning the setup cost was completely free.
Lead Engineer at intelQong Technology
The price is fair considering the functionality and importance of the tool, although the increase did unsettle our management.
System Engineer at a financial services firm with 1,001-5,000 employees
My thoughts on the pricing of JAMS are that I won't say it is cheap, but it is cost-efficient, and that should be acceptable.
Consultant at HCLSoftware
I think it would be beneficial if pricing were more flexible based on organizational workloads and offered dynamic pricing options.
Manager, Project Development at a tech vendor with 10,001+ employees
Astro by Astronomer seems to have zero downtime, which used to be around 40 minutes when doing an MWAA deployment.
Data Platform Engineer at Babbel
I have no issues with Astro by Astronomer regarding setup costs or security capabilities.
Data Engineer at a non-profit with 1-10 employees
The pricing is quite reasonable, making it accessible for new firms looking to get started with it.
Software Developer at Titan's Lab
I think the pricing, setup cost, and licensing for BMC AMI Ops is quite high.
Unknown at a media company with 1,001-5,000 employees
My experience with BMC AMI Ops pricing, setup cost, and licensing is that it is always expensive.
Principal Consultant at a tech vendor with 10,001+ employees
 

Valuable Features

JAMS Scheduler enhances scheduling efficiency with natural language processing, PowerShell integration, and automation, reducing manual effort across environments.
Astro by Astronomer enhances Airflow orchestration with easy deployment, management, scalability, and integration, optimizing data pipeline efficiency and reliability.
BMC AMI Ops enhances system efficiency with real-time monitoring, AI-driven alerts, and single-dashboard management, improving performance and satisfaction.
JAMS has positively impacted my organization by completely removing the headache of scheduling jobs, not just for the organization but for all internal operations teams need.
Cloud Engineer at a financial services firm with 501-1,000 employees
JAMS helps centralize the management of jobs on all of my platforms and applications, which has helped my organization significantly.
Consultant at HCLSoftware
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.
Principal Data Base And Infrastructure Engineer at a outsourcing company with 501-1,000 employees
I value the scalability because my tasks have more than 500 jobs running, and automatic scaling handles increased workloads without requiring manual infrastructure changes.
Manager, Project Development at a tech vendor with 10,001+ employees
The migration capabilities save huge amounts of time and effort. This will not be a small win; it will be a massive win.
Data & AI Engineer at a retailer with 10,001+ employees
I have seen improvements in response times and error reduction since using Astro by Astronomer.
Ingeniero En Machine Learning at a media company with 5,001-10,000 employees
The automation capabilities reduce the manual work in operational tasks, and root cause analysis helps us determine exactly where the problem started, assisting in resolution to prevent reoccurrence in the future.
Consultant at ATOS
It reduces the time and minimizes the chance of human error that occurs when we monitor things manually.
Senior Cloud & Infra Engineer at TTX
BMC AMI Ops has had a positive impact on my organization because the ability to create views and screens, where I bring together applications and their functions on a single screen, makes monitoring and spotting possible problems that are happening much easier.
Analista de infraestrutura Mainframe at a outsourcing company with 1,001-5,000 employees
 

Categories and Ranking

JAMS Scheduler
Sponsored
Ranking in Workload Automation
2nd
Average Rating
8.8
Reviews Sentiment
6.6
Number of Reviews
56
Ranking in other categories
No ranking in other categories
Astro by Astronomer
Ranking in Workload Automation
6th
Average Rating
8.2
Reviews Sentiment
4.9
Number of Reviews
30
Ranking in other categories
No ranking in other categories
BMC AMI Ops
Ranking in Workload Automation
7th
Average Rating
8.6
Reviews Sentiment
5.7
Number of Reviews
14
Ranking in other categories
Mainframe Management (1st)
 

Mindshare comparison

As of November 2026, in the Workload Automation category, the mindshare of JAMS Scheduler is 3.6%, up from 2.2% compared to the previous year. The mindshare of Astro by Astronomer is 1.3%, up from 1.2% compared to the previous year. The mindshare of BMC AMI Ops is 2.4%, up from 0.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Workload Automation Mindshare Distribution
ProductMindshare (%)
JAMS Scheduler3.6%
Astro by Astronomer1.3%
BMC AMI Ops2.4%
Other92.7%
Workload Automation
 

Featured Reviews

SP
Developer at a consultancy with 1,001-5,000 employees
Centralized scheduling has improved automation and reduces manual monitoring for complex workflows
The best features JAMS Scheduler offers are centralized job scheduling, dependency management, and monitoring. I also appreciate the alerts and retry options because they help us handle failures without constantly checking jobs manually. Centralized scheduling makes it easier to manage all our jobs from one place instead of maintaining multiple schedulers or scripts. Dependency management is especially useful for chaining workflows because JAMS Scheduler can automatically trigger the next job only when the required previous step completes successfully. Another useful feature is the monitoring and alerting. If a scheduled job fails or runs longer than expected, we can quickly identify it and take action, which is particularly helpful for production support and reducing manual monitoring. JAMS Scheduler has helped quite a bit with identifying common job failures, missed schedules, dependency issues, and execution errors. The alerts and job history make it easier to identify the failure point and take corrective action without manually checking every workflow. JAMS Scheduler's code-driven automation has been useful for handling more complex scheduling logic and workflows that go beyond simple time-based triggers. It is important for us because we can combine scripts, dependencies, conditions, and parameters to support different production scenarios without creating too much manual intervention.
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.
FA
Senior Cloud & Infra Engineer at TTX
Automation has streamlined cloud file workflows and now reduces monitoring effort with smart alerts
It is really hard to say if there are any improvement areas or not, but every software has improvement areas that should be found out. As of now, I do not have anything in mind, so it would be difficult to specify. I do not have any small improvements or wishes for future updates at this time. There are a couple of features in BMC AMI Ops, and it has plenty of features, but it is really difficult to understand as a new BMC AMI Ops user. We should go through a couple of training sessions to understand the various features available in the define mode, monitoring mode, agent mode, and all of these aspects. It is a bit difficult to track everything, but there are always certain improvement areas in software.
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Top Industries

By visitors reading reviews
Financial Services Firm
17%
Comms Service Provider
10%
Construction Company
10%
Manufacturing Company
9%
Financial Services Firm
15%
Outsourcing Company
14%
Educational Organization
13%
University
6%
Financial Services Firm
16%
Outsourcing Company
13%
Manufacturing Company
8%
Construction Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business17
Midsize Enterprise18
Large Enterprise30
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise6
Large Enterprise25
By reviewers
Company SizeCount
Small Business4
Midsize Enterprise2
Large Enterprise13
 

Questions from the Community

What is your experience regarding pricing and costs for JAMS?
My experience with pricing for JAMS Scheduler was good. The pricing was reasonable, and the vendor only charged us fo...
What needs improvement with JAMS?
JAMS Scheduler can be improved by sectioning off credentials and also the web functionality and setting that up.
What is your primary use case for JAMS?
My main use case for JAMS Scheduler is to trigger integrations as well as send out alerts and reports. For sending al...
What is your experience regarding pricing and costs for Astro by Astronomer?
It was as we expected in terms of cost because previously we had three different orchestrators, and now we have only ...
What needs improvement with Astro by Astronomer?
If we can improve something, it would be to have hibernation for the production deployment. Currently, setting up hib...
What is your primary use case for Astro by Astronomer?
The main purpose of Astro by Astronomer today is Airflow. We are using Airflow in order to orchestrate our data pipel...
What is the best network monitoring software for large enterprises?
I have worked from 1973 with all kind of systems in large enterprises across the world. And have experience with all ...
What needs improvement with BMC AMI Ops?
Regarding BMC AMI Ops, I appreciate the way it is today; since I am a mainframe professional, I appreciate its style ...
What is your primary use case for BMC AMI Ops?
My main use case for BMC AMI Ops is for monitoring and small adjustments in the mainframe environment, where I use th...
 

Also Known As

No data available
No data available
BMC MainView, BMC Automated Mainframe Intelligence, Ops Monitoring, Ops Automation for Batch ThruPut
 

Interactive Demo

Demo not available
Demo not available
 

Overview

 

Sample Customers

Teradata, Arconic, General Dynamics, Yum!, CVS Health, Comcast, Ghiradelli, & Boston’s Children’s Hospital
Information Not Available
Dillard's
Find out what your peers are saying about Astro by Astronomer vs. BMC AMI Ops and other solutions. Updated: November 2026.
920,769 professionals have used our research since 2012.