


BMC AMI Ops and Astro by Astronomer are competing in operations management and data orchestration. Astro by Astronomer appears superior due to its feature-rich platform and adaptability, while BMC AMI Ops is noted for stronger support and competitive pricing.
Features: BMC AMI Ops offers robust monitoring and management capabilities for mainframe environments, advanced automation tools, and thorough system diagnostics. Astro by Astronomer provides advanced data pipeline orchestration features, seamless integration with modern cloud solutions, and dynamic scalability with efficient job scheduling.
Ease of Deployment and Customer Service: Astro by Astronomer simplifies integration with cloud-based deployment and offers responsive, tailored support packages. BMC AMI Ops involves more complex on-premises deployment but provides a comprehensive service network.
Pricing and ROI: BMC AMI Ops associates with higher initial setup costs but offers significant ROI through stability and reduced downtime, with a more fixed pricing model. Astro by Astronomer's cloud-based nature potentially lowers setup costs, offering flexible pricing models with ROI amplified by adaptability and efficiency in data processing.
The design of JAMS makes it very easy to copy jobs and make minimal changes while ensuring functionality.
The cost has definitely gone up tremendously.
It saved IT time by 50%.
I am still working with the same number of employees, but the deliverables, quality, and development lifecycle have become shorter.
The return on investment has been remarkable, with savings exceeding seventy-five percent compared to previous manual cron job management.
Now, currently, after Astro by Astronomer, we could manage it for probably one thousand five hundred to one thousand eight hundred dollars per month.
Visibility into cost and capacity awareness has improved planning and provided insights for MSU usages in the workload, helping us optimize resource utilization.
It reduces time requirements by almost fifty to sixty percent.
Their response is prompt, exemplifying how support should be.
They are very quick to respond depending on the issue's severity.
We contacted JAMS vendor, who guided us through the necessary steps, and after following their guidance, everything was resolved.
I have some SLA agreements, and more than 95 percent of the time, I have seen those SLAs get met.
We use Airflow connections variables or have integrated with a secret manager like Azure Key Vault to securely manage credentials.
Additionally, we have a bi-weekly call with the Astro by Astronomer product team where they guide us to the new features.
Previously, we faced an issue and contacted the team, and they were very helpful.
BMC AMI Ops customer support is pretty good.
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.
We might be underutilizing it, but as more jobs require processing, additional servers would be necessary.
JAMS's scalability is noteworthy; we run 6,000 jobs per day without facing any problems.
The scalability of Astro by Astronomer is good and quite easy, and it is maintained as a service by the Astronomer team.
We do not have to worry about selecting the right worker size, and it is quite scalable.
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.
Regarding the scalability of BMC AMI Ops, I can say that it is scalable.
A unified monitoring interface is helpful, and the quick time, centralized dashboards, and alerts across multiple components result in better visibility and operational efficiency.
We experience periods of major incidents annually due to capacity constraints, which result in job failures.
Being on the new version, there's been zero downtime.
When the servers are under high load, it can take more than one day sometimes.
When we migrated to Astro by Astronomer, those were some of the challenges that we had to overcome.
In my experience, we did not face any major outages caused by Astro by Astronomer itself.
In my experience, Astro by Astronomer has been stable, especially with the recent version, which has resolved issues that were present in earlier versions.
BMC AMI Ops is very stable.
Security-wise, we do not think there is any breach.
Its scalability is very strong.
Another area for improvement would be the addition of source control for jobs internally, as this feature would solve several problems for me.
A major improvement would be the integration of AI to help us accomplish various tasks.
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 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.
The infrastructure is simpler without Kubernetes dependency.
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.
The jobs should be arranged sequentially by default; this could be improved.
Sometimes false alerts pop up, so if there is any automation that checks before putting up an alert on our consoles to determine whether it is a genuine alert or a false alert, that would be really helpful.
I would like to see more AI in BMC AMI Ops, such as an AI feature that lets you keep track of storage in some way, perhaps some kind of automatic disk cleanup.
The price is fair considering the functionality and importance of the tool, although the increase did unsettle our management.
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.
The pricing and licensing were fair.
I think it would be beneficial if pricing were more flexible based on organizational workloads and offered dynamic pricing options.
Astro by Astronomer seems to have zero downtime, which used to be around 40 minutes when doing an MWAA deployment.
I have no issues with Astro by Astronomer regarding setup costs or security capabilities.
The pricing is quite reasonable, making it accessible for new firms looking to get started with it.
previously we had ten FTEs or resources for monitoring and now we have six, so we have cut off four resources, which is the benefit.
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.
JAMS helps centralize the management of jobs on all of my platforms and applications, which has helped my organization significantly.
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.
I value the scalability because my tasks have more than 500 jobs running, and automatic scaling handles increased workloads without requiring manual infrastructure changes.
The migration capabilities save huge amounts of time and effort. This will not be a small win; it will be a massive win.
I have seen improvements in response times and error reduction since using Astro by Astronomer.
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.
It has automation, AI features, and can keep track of storage, providing a whole analysis of the mainframe system.
The main benefit was improved visibility into the mainframe environment, providing a clear view of alerts and system status.
| Product | Mindshare (%) |
|---|---|
| JAMS | 3.1% |
| Astro by Astronomer | 1.4% |
| BMC AMI Ops | 2.3% |
| Other | 93.2% |

| Company Size | Count |
|---|---|
| Small Business | 15 |
| Midsize Enterprise | 14 |
| Large Enterprise | 23 |
| Company Size | Count |
|---|---|
| Small Business | 6 |
| Midsize Enterprise | 5 |
| Large Enterprise | 24 |
| Company Size | Count |
|---|---|
| Small Business | 2 |
| Large Enterprise | 7 |
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.
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?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.
BMC AMI Ops is an advanced suite designed to streamline and optimize mainframe management, providing users with efficient monitoring and automation capabilities.
BMC AMI Ops offers a comprehensive mainframe management experience, letting users proactively monitor and manage their mainframe environments. Its robust features ensure better performance, leading to a seamless, uninterrupted IT operation. This solution is equipped to tackle real-time challenges, fueling informed decision-making through critical insights.
What are the important features of BMC AMI Ops?
What benefits or ROI should users look for when evaluating BMC AMI Ops?
BMC AMI Ops is implemented across industries requiring robust mainframe management like finance and telecommunications. Its automated monitoring and management capabilities reduce downtime risks while increasing operational efficiency, aligning well with business requirements demanding high reliability and performance.
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