Apache Airflow is the leading open-source workflow orchestration platform that enables data engineers to programmatically author, schedule, and monitor complex data pipelines using Python DAGs. It is widely deployed by data teams worldwide for orchestrating ETL processes, ML pipelines, and operational workflows.. Here are 12 similar ai automation tools worth considering as Apache Airflow alternatives.