For the uninitiated: how does k8s handle OS upgrades? If development moves to next version of Debian, because it should eventually, are upgrades, for example, 2x harder vs docker-compose? 2x easier? About the same? Is it even right question to ask?
Downtime is the same as with a deploment, so if you run at least 2 copies of everything there should be no downtime.
As for updating the images of your containers, you build them again with the newer base image, then deploy.
Upgrades of the Docker image are done by pushing a new image, and updating the Deployment to use the new image, and applying it. Kubernetes will start new containers for the new image, and when they are running, kill off the old containers. There should be no interruption. It isn't any different than normal deploy.