ELT (extract, load, transform) is a data pipeline system designed by data engineers, an alternative to the more popular approach ETL (extract, transform, load). Before applying any transformation, the raw data is loaded to the data lake and then transformed in place. ELT requires less time ETL, and better suits for processing large datasets, and is more cost-effective.