Understanding the implication of performing transformations during data ingestion and of extracting the data that are not yet ready or meant for external consumption — ETL, or Extract Transform Load, has become synonymous with the process of data integration, particularly in data warehouses. ETL has been quite successful, with so many tools focusing on just that. But product/tooling companies sell their products and that is not necessarily always a better architectural choice. …