Experience working with unstructured and Semi-structured data sets (e.g., JSON, Parquet, PDF, text, images, audio, video) Experience with data governance and observability tools; for example DataHub, Collibra Experience articulating and translating business questions into data solutions and proven ability to lead development projects from start to finish. Experience designing and building knowledge layers for AI systems, including knowledge graphs, RAG pipelines, and vector databases to ground LLM-driven applications in accurate, structured, unstructured and retrievable enterprise knowledge.