data products , snowflake , Openflow, Python, AWS, Quality, Sql, Airflow, Warehouse, Cloud Data-Platform Architecture, Security, Recoverability, Privacy, AI/ML, Classification, Access Control, NiFi, Observability, Airbyte, Self-service Analytics, Semantic Layers, Resilience, Lineage, Data Contracts, Agentic Use Cases, Ingestion Orchestration, Lakehouse, Regulatory Requirements, Glue, Open-table Metadata