Kubernetes 1.3 introduces several new features including cluster federation, petset for stateful services, and init containers running before main containers. It supports enhanced scalability, integrating the rkt container runtime alongside Docker, and features minikube for local development. Key functionalities include stable network identities for services and improvements in pod startup times.