Extract, transform, and load application (ETL) complexity management framework systems and methods are described herein. The present disclosure describes systems and methods that reduce the complexity in managing ETL flow and correcting errant data that is subsequently identified. One or more methods include defining an ETL job definition, defining a data asset definition, defining a data asset dependency definition, receiving an ETL flow to provide execution of one or more ETL flow steps, providing retrieval of data from a source data asset, applying a data control to the source asset data, and producing an ETL job registration, a data asset status, a latest asset available date, a data asset consumer identifier, and a target data asset based on at least one of the ETL job definition, the data asset definition, the data dependency definition, and the source asset data.