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 now offer some in-cluster allocation, but each one stops at the edge of its own cloud.