In this talk, we shall discuss how AI-native cloud-data platform can enable such data operators to "program" their biz ops seamlessly. We shall discuss how AI can enables stitching disparate data sources seamlessly with human-in-the-loop workflows. We shall also discuss the opportunities that can be realized by recent advances in causal inference and reinforcement learning for "what if" scenario analysis.