Oor developed a foundational file-based ingestion capability for the Knowledge Mart pipeline in the qlik-org/demo_repository, focusing on the sf_northwind project. They designed and implemented dataset setup, scheduling, source selection, and task configuration to automate file ingestion, processing, and indexing, enabling efficient knowledge extraction and retrieval. Using data engineering and ETL skills, Oor established repository scaffolding and defined scalable architectural patterns to support future data sources and formats. The solution leveraged JSON for configuration and data management, aligning with project requirements and laying the groundwork for extensible knowledge management workflows. The work demonstrated depth in pipeline automation and architectural planning.