Changing data center workloads are reshaping UPS energy-storage requirements. Through examples from AI training, AI inference, and applications with more predictable demand, the session will show how workload behavior influences the need for dynamic power response versus reliable reserve power. Defining the workload profile has become a critical step before selecting the energy-storage approach.