Data Lakes & Warehouses for AI Data Lakes & Warehouses for AI: Choosing the Right Foundation for Your Enterprise AI Initiatives. Enterprise AI relies heavily on data. The quality, accessibility, and organization of that data are paramount to the success of any AI initiative. Two key components of a robust data infrastructure for AI are data lakes and data warehouses. While they share the common goal of storing and managing data, they differ significantly in…