Apache Gobblin is a data integration framework designed for fetching, transforming, and ingesting large-scale data from diverse sources into data lakes and warehouses. It supports batch and streaming data workflows, enabling efficient data management and seamless movement of big data across various platforms while ensuring reliability and scalability.