ETL vs ELT: what’s the difference and when do you choose each?

ETL transforms data before loading into the warehouse. ELT loads raw data first, then transforms inside the warehouse. ELT is common with modern warehouses (Snowflake/BigQuery) and tools like dbt. Choose based on data volume, governance needs, transformation complexity, and cost. Always design for incremental processing and observability.