data warehouses , snowflake , Data Governance, Databricks, lakehouse, analytics services, data contracts, Privacy, schema governance, distributed computing frameworks, Regulatory Requirements, AWS data ecosystem, data lakes, modern data platform architectures, enterprise metadata catalog, legal holds, defensible disposal, S3 patterns, records retention