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It sounds like you are looking for pod anti affinity, good example here: https://github.com/infracloudio/kubernetes-scheduling-examples/blob/master/podAffinity/README.md
Surprised this wasn't suggested yet, you can also use a software like the k8s Descheduler that executes periodically to rebalance your workloads across the existing nodes.
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