To be honest, some kubernetes distributions make the cluster operations minimal (I use k0s managed via ansible)!
Either way, the moment you go from N containers on one box to N containers on M boxes you need to start considering how to handle stateful applications, load balancing, etc. And that in general requires knowledge on a domain which is different from having simply applications wrapped in containers locally.