From a developer point of view, one should not have a mental model in play for Kubernetes, the standard 12 factor pattern should be it. If not, the infrastructure and the app are strongly coupled

The overall mental model is not rocket science, and managed Kubernetes services remove most of the barriers to entry.

In fact, most of kubernetes' mental model is in fact a direct reference of basic requirements to run containers on any platform.