GitHub user dominikhei added a comment to the discussion: How to deploy on a 
server

You can install Airflow as a python package from PyPI using pip (similar to 
just installing a jar from maven or gradle) and run it on your machine. But it 
is generally a good idea to run Airflow in Docker containers or using 
Kubernetes, especially for production workloads.

You can find more on this here: 
https://airflow.apache.org/docs/apache-airflow/stable/installation/index.html

GitHub link: 
https://github.com/apache/airflow/discussions/53165#discussioncomment-13732627

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