Maybe I am using the wrong terminology, but I am interested in whether this provides for zero-downtime deploys with health/readiness checks and rollbacks. This enables safe and non-disruptive deploys. It is a common feature of many software platforms.

No. You can do that much easier in docker swarm.

In my case I just take the 5-10 second downtime in between container restarts.