Techniques for ingestion of unstructured files into a target table stored in a network-based database system are described. The unstructured files may include formats not natively supported by a database system. An external service may be used to process the unstructured files. The database system may employ external calls to request the external service to process the unstructured files and provide the results in a specified response schema including metadata.