Metaflow passes state using an object store (s3, azure blob store, etc.) even within Airflow - short circuiting Airflow's xcom machinery. But agreed, Airflow presents many more scalability challenges - this integration addresses a few in-place as well as preserves the ability to swap out Airflow with a more scalable workflow orchestrator if needed.