7+ years of experience in Data Science, Analytics, or BizOps at a high-growth tech company. Proven experience building a data stack from scratch (Greenfield projects). Fluency in SQL and Python (specifically for data manipulation and API interactions). Experience with the Modern Data Stack. Demonstrable experience building or managing AI/LLM applications (even side projects count).