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Strong proficiency in conceptual, logical & physical data modeling (3NF, star/snowflake, Data Vault) Architect modern Data Lakehouse platforms (cloud/on?prem) & migrate legacy warehouses Design scalable, cloud?native data pipelines Practical experience deploying autonomous/semi?autonomous AI agents using LLMs, RAG, orchestration & tool?integration frameworks