database servers lacked today’s computational prowess, they fulfilled demands for data manipulation not supported natively. However, technological evolution now supports ELT strategies, where data transformation occurs directly within the warehouse, leveraging advanced parallel processing capabilities of modern databases such as Amazon Redshift and Microsoft Azure SQL Data Warehouse. Despite its advancements, ETL and ELT solutions address only fragments of the data warehousing lifecycle. Comprehensive data infrastructure automation, however, encompasses every aspect—from planning and development to operation and documentat
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