Various methods, apparatuses/systems, and media for implementing an automatic data ingestion module for automatically making data ingestion agnostic to source format are provided. A database stores a plurality of entity data each having a different file format. A processor configures each entity data accessed from the database via a communication network; automatically parses each of the configured entity data; splits and converts the parsed entity data of different file formats into a single file format; and translate the single file formatted entity data into a graph database form for further processing and analysis.