In this talk we will review how Airflow helped create a tool to detect data anomalies. Leveraging Airlfow for process management, database interoperability, and authentication created an easy path forward to achieve scale, decrease the development time and pass security audits. While Airflow is generally looked at as a solution to manage data pipelines, integrating tools with Airlfow can also speed up development of those tools.