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No. If the node the pod is scheduled to goes away, the pod will not be restarted. 'restartPolicy: Always' applies to the containers in the pod, not the pod itself. Deployments (Or daemonsets, jobs, replicasets or replication controllers) actively maintain the pods, to assure in the event that the pods are deleted they're replaced.

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