Architecting data platform infrastructure services on Snowflake and AWS using Python, Go, and Kubernetes for environment management, lifecycle automation, and drift detection at scale. Designing security controls including access management, data treatment frameworks, and attribute-based access controls that protect without hindering productivity. Building governance systems for data provenance, sovereignty enforcement, and automated compliance across jurisdictional boundaries.