Apache Airflow has become a de facto standard for orchestrating data workflows. However, depending on the environment, the way Airflow runs can change significantly. Many teams get confused when moving between managed cloud services, local setups, and containerized deployments. This post provides a clear comparison of how Airflow operates in different contexts: 1. Airflow on