Most of our data ingestion into Snowflake is via one of two routes: flat file submission loaded via S3 or directly landed using ELT/ETL tooling . We do not address ELT/ETL tooling specifically in this chapter but do call out entry points where relevant, instead of focusing on the Snowflake components and interactions.
You should be familiar with data historization and Slowly Changing Dimensions (SCD) concepts from previous chapters. I reuse the same pattern here but also recognize not every feed requires SCD2. However, ...