Design, build, and maintain ETL/ELT pipelines in Databricks to ingest, clean, and transform data from diverse product sources. Construct gold layer tables in the Lakehouse architecture that serve both machine learning model training and real-time APIs. Monitor data quality, lineage, and reliability using Databricks best practices.