Kubernetes cost management looks simple until you’re reconciling cluster spend across three clouds, two observability platforms, and an AI provider that bills by the token. The native billing tools from AWS, GCP, and Azure see nodes and instances—not the pods, namespaces, and workloads actually driving your costs.