While both serve the common purpose of managing and automating data workflows, they differ significantly in architecture, flexibility, integration capabilities, and operational control. This article offers a comprehensive and professional comparison of AWS Glue Workflow and Apache Airflow to help data engineers, architects, and decision-makers choose the most suitable tool for their use case. 1.