Kubernetes v1.30 will bring structured parameters for dynamic resource allocation, node memory swap support improvements, user namespace support for pods, structured authorization configuration moving to beta, container resource-based pod autoscaling graduating to stable, and CEL for admission control. These changes aim to enhance stability, security, and flexibility in Kubernetes environments.