Lets say you have a complicated distributed application that needs to run on multiple cloud providers, and maybe it needs to run on-prem sometimes.

You could write your application multiple times, and publish multiple images for the same application across different infrastructures.

Or, just build your application once to run in containers, and run those containers on k8s everywhere.