Kubernetes can introduce GPU performance bottlenecks due to inefficiencies in NUMA and PCIe topology. By implementing topology-aware scheduling alongside tools like Kueue and the NVIDIA Network Operator, organizations can optimize data paths to achieve wire-speed AI infrastructure.