Kubernetes chargeback only works when teams trust the numbers behind the bill. This guide explains why showback is often the starting point, how overprovisioning and unallocated costs undermine fairness, who should own idle capacity, and why AI and token costs require a different allocation model. The post Kubernetes Chargeback and Showback: How to Bill Teams for What They Actually Use appeared first on Cast AI .