Load Data Lake Data warehouses Data marts/ Extracts ETL/ELT BI & DS Tools DATA ENGINEERS/ARCHITECTS BI USERS/ DATA SCIENTISTS Virtually Search, Model, Govern, Collaborate ETL/ELT Only materialize views when needed Simplifying the data architecture Data Sources