This session reveals how MCP Servers are transforming data analysis workflows from complex, multi-step pipelines to direct question-and-answer interactions. We’ll explore the critical context gap that makes basic AI implementations fail, introduce semantic layering as the breakthrough solution, and demonstrate real-world implementation strategies. We’ll discuss how the data analyst role is evolving, not disappearing, and what new skills and capabilities analysts need to thrive in this AI-powered environment.