A system for file management in data structures is disclosed. The system includes a memory, an extraction engine, an enrichment engine, a portal, and a transmission engine. The memory stores a first database and a memory. The extraction engine extracts columns and fields and associates them with extracted terms. The enrichment engine determines an end-to-end dataflow of the data from extracted metadata and loads the associated data into the memory. Enrichment engine performs either a full load comprising loading all the associated data onto the memory or a delta load comprising comparing the extracted data with data stored in the memory and loading any different data from the extracted data onto the memory. The enrichment engine also generates a journal recording metadata associated with the full or delta load. A portal displays the end-to-end dataflow of the associated data and a transmission engine transmits communication identifying incomplete associated data.