Lead and grow a data engineering team responsible for ingestion, transformation, orchestration, and serving layers. Ensure data quality, observability, cost-efficiency, and reliable SLAs. Build self-serve analytics substrate, define semantic layer and data contracts, implement engineering best practices, and partner cross-functionally with Data Science, BI, Analytics, and Product.