This is an overview of migrating from Apache Airflow to Lakeflow Jobs for modern data orchestration. It covers key differences, best practices and practical examples of transitioning from traditional Airflow DAGs orchestrating legacy systems to declarative, incremental ETL pipelines with Lakeflow. Attendees will gain actionable tips on how to improve efficiency, scalability and maintainability in their workflows.