Cloud Native Technology Community

Aug 6, 2026 · Cloud Native

5 Production Challenges for Running AI Workloads on Kubernetes: From GPU Scheduling to Observability

Running AI workloads on Kubernetes introduces five production‑grade challenges—complex GPU and accelerator management, workload‑aware scheduling, inference autoscaling beyond CPU metrics, multi‑layer observability, and Day 2 governance—requiring platform teams to extend their capabilities beyond traditional container operations.