You are correct, Kubernetes does operate at a higher level of abstraction. By the time you're deploying to Kubernetes, you'll already have images that can be used to run your applications.

However, those images typically will be unconfigured aside from sane defaults. The final configuration (connecting an application to a database, etc) is indeed handled through Kubernetes.