Apache Airflow vs. Astro by Astronomer vs. Broadcom Automic Automation

Airflow is well-suited for data engineering pipelines, creating scheduled workflows, and working with various data sources. You can implement almost any kind of DAG for any use case using the different operators or enforce your operator using the Python operator with ease. The MLOps feature of Airflow can be enhanced to match MLFlow-like features, making Airflow the go-to solution for all workloads, from data science to data engineering.

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Astronomer is well suited for workflow and dependency management for enterprise-level data lakes. It is not a product for data processing though. Different source systems can be integrated, it also provides powerful interfaces for alerting and monitoring. Easy to build DAGs, graphical UI, API support makes the product more user-friendly as well. Astronomer also does a great job on user training.

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This product has huge capacity to run millions of jobs per month, can serve to enterprise level of business. If client is looking for platform base solution which can be deployed on-prem or cloud base technologies then this solution works well. It has very good licensing mechanism which is based on number of agents, and there is no limitation of number of jobs run. So client has not to worry on limitation of jobs and can scale of the automation in the environment. This reduced the total cost of ownership of product. Self service automation feature can reduce the client automation cost significantly. it has good batch job coverages from Mainframe to Microservices.

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• Apache Airflow is one of the best Orchestration platforms and a go-to scheduler for teams building a data platform or pipelines.
• Apache Airflow supports multiple operators, such as the Databricks, Spark, and Python operators. All of these provide us with functionality to implement any business logic.
• Apache Airflow is highly scalable, and we can run a large number of DAGs with ease. It provided HA and replication for workers. Maintaining airflow deployments is very easy, even for smaller teams, and we also get lots of metrics for observability.

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• Workflow management
• Wide availability of plugins
• Dependency management on upstream

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• Wide range of internal functions
• Many interfaces (incoming and outgoing)
• Modern, web-based user interface
• Strong roadmap with topics such as containerisation and AI
• High throughput possible (> 1 million executions per day)

• UI/Dashboard can be updated to be customisable, and jobs summary in groups of errors/failures/success, instead of each job, so that a summary of errors can be used as a starting point for reviewing them.
• Navigation - It's a bit dated. Could do with more modern web navigation UX. i.e. sidebars navigation instead of browser back/forward.
• Again core functional reorg in terms of UX. Navigation can be improved for core functions as well, instead of discovery.

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• More language agnostic
• Flexible fork and join capabilities
• Near real time UI updates in case of deployment of enhanced DAGs

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• Could improve the framework.
• Could improve the underlying coding standards.

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Automic is a very strong Automation Platform which enable us to implement user requirements quickly.

For its capability to connect with multicloud environments. Access Control management is something that we don't get in all the schedulers and orchestrators. But although it provides so many flexibility and options to due to python , some level of knowledge of python is needed to be able to build workflows.

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I have not used Automic One Automation Platform (formerly CA Automic Automation Platform) support.

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Multiple DAGs can be orchestrated simultaneously at varying times, and runs can be reproduced or replicated with relative ease. Overall, utilizing Apache Airflow is easier to use than other solutions now on the market. It is simple to integrate in Apache Airflow, and the workflow can be monitored and scheduling can be done quickly using Apache Airflow. We advocate using this tool for automating the data pipeline or process.

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Astronomer is a fast, secure, scalable workload management solution. It provides world-class user training along with easy to interact support.

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1. Cost was the major factor without compromising the automation service which this product delivered. Other products are expensive and deliver the same outcome. 2. Limitation of job run, Broadcom Automic Automation allows to run unlimited jobs and helps to increase automation capability. 3. Number of automation packs available with no extra license cost. 4. Depth of coverage of technologies for batch job automation. 5. Required less number of hardware to achieve high availability.

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• Impact Depends on number of workflows. If there are lot of workflows then it has a better usecase as the implementation is justified as it needs resources , dedicated VMs, Database that has a cost
• Donot use it if you have very less usecases

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• It helps to build scalable, available and low maintenance workloads
• Integrated Alerts and notifications helps to detect load issues in the early stages
• Ensures meeting data SLAs

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• Improved SAP automation thereby giving good returns.
• Provides mail integration which further widens automation scope and profits.

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