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Unless you have multiple systems, I don't think k8s will yield much benefit over plain docker.
So, if I plan to build a pi cluster I should get familiar with k8s?
I'm running a 3 pi cluster with k3s at the moment. The main benefit I've found is that all my pis run exactly the same software setup as a base so it's easy to add new ones or replace/update one. I use a deployment management application to push my deployments too which means it's super easy to redeploy everything if something goes funky.