Developed a foundational file-based ingestion capability for the Knowledge Mart pipeline within the qlik-org/demo_repository, focusing on automating knowledge extraction and processing for the sf_northwind project. The work involved establishing dataset definitions, scheduling mechanisms, source selection, and task configurations to enable scalable ingestion, indexing, and integration with language models. Leveraging skills in Data Engineering, ETL, and Knowledge Management, the implementation used JSON for configuration and data handling. The repository scaffolding was designed to support extensibility, aligning with project requirements and enabling future integration of additional data sources and formats. No bug fixes were recorded during this initial development period.