Kubernetes cost optimization tools split into three categories, not one undifferentiated list: autonomous platforms that act automatically, FinOps visibility tools that report but don’t fix, and specialized utilities that solve one narrow problem. This guide benchmarks six tools across those categories, gives a self-diagnostic to identify which one fits your cluster, and closes with a decision framework and final recommendations.