Selfhosted
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Yeah, definitely go with a single machine for containers if you haven't seen a need for disaggregation. Even a cheap Aliexpress N100 box is super capable.
Regarding the jump to Kubernetes, I will point out that Kubernetes is a tool for container orchestration and automation, not necessarily a container cluster. I have found many benefits from using Kubernetes on a single node, so I wouldn't consider container clustering a prerequisite for Kubernetes.