Each Airflow 129 release ships a Docker Compose 514 file that starts every component in its own container. It is meant for learning and development (production uses the Helm chart or a managed service, Managed Orchestration), and it is the quickest way to a real Airflow.
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Airflow in Docker Compose
Running Airflow 3.x in Docker Compose