AI driven applications place new demands on data platforms, from embeddings and inference pipelines to global scale and high throughput. In this breakout, we look inside Azure HorizonDB and how it shapes application architecture for AI workloads. We’ll focus on how real application code interacts with HorizonDB, and how those design choices impact scalability, performance, and reliability.