When comparing Amazon EKS and Google Kubernetes Engine (GKE), GKE often provides a more automated, hands-off experience with its Autopilot mode and rapid release channels. EKS excels in hybrid cloud integrations and government cloud support. However, at fleet scale, organizations frequently use both, requiring an agentic control plane to enforce global cost governance and standardize Day-2 operations across multi-cloud environments.