DRA: A new era of Kubernetes device management with Dynamic Resource Allocation

2026-03-30

Kubernetes Dynamic Resource Allocation enables flexible, request-based management of GPUs and TPUs, improving utilization, scheduling, and portability for AI workloads. Newly donated drivers from NVIDIA and Google advance this model, replacing static device allocation with granular, capability-driven resource matching.