
Challenge
Teams moving analytical workloads to GCP needed help adapting existing PySpark code to BigQuery and adopting cloud-native workflows.
My role
Owned the target product experience, success measures, experimentation, feedback loops, and adoption strategy at American Express.
Solution
Launched an AI-powered, self-service code-conversion experience to support PySpark-to-BigQuery migration.
Impact
Reduced migration effort by 60%, helping teams move existing workloads to the cloud with less manual conversion work.