Agentic Workloads on Airflow: Observable, Retryable, and Auditable by Design

A question like “How does AI tool usage vary across Airflow versions?” has a natural SQL shape: one cross-tabulation, one result. A question like “What does a typical Airflow deployment look like for practitioners who are actively using AI in their workflow?” does not. It requires querying executor type, deployment method, cloud provider, and Airflow version independently, each filtered to the same respondent group, then synthesizing the results into a coherent picture.