5+ years experience in data architecture, data modeling, analytics engineering, or a related role building production data models and semantic layers , SQL expert. Able to write efficient, maintainable SQL for complex transformations and to optimize performance in a cloud warehouse , Hands-on experience with dbt (or equivalent) and Git/CICD for data transformations and model deployment , Proven track record designing metrics/semantic layers and ensuring a “single source of truth” for business definitions , Experience with observability & lineage tooling, or designing data quality and audit processes for analytic/ML outputs , Strong cross-functional communication skills; comfortable translating ambiguous business questions into reliable data artifacts and enabling non-technical consumers , (Desirable) Experience working with AI/LLM workflows (RAG, embeddings, fine-tuning) or converting unstructured data into embeddings and retrieval assets , (Desirable) Familiarity...