Abstract: The Variable Data Source Dynamic and Automatic Ingestion and Auditing Platform Apparatuses, Methods and Systems (“DIAP”) transforms file upload request, external data request, and analytics request inputs via DIAP components into clean data, metadata data sets, visualization module output, and audit notification outputs. A data ingest request is obtained via a user interface. A data file to ingest is obtained and processed to generate a clean file. A database table with a unique name is created and data in the clean file loaded into the database table. A metadata data set identifier is generated. Table columns from the database table to include into the metadata data set are determined, and the metadata data set is generated. The metadata data set links columns from the database table to analytics engine UI elements, and columns are associated with audit trail data via the metadata data set identifier.