Yes you can run Azure Container Service using Kubernetes. When we migrated to Azure, we went with this and it worked reasonably well. However, they're using Ubuntu as their base OS, which we weren't the biggest fans of.

Instead, we switched to running normal VMs using CoreOS and running Kubernetes on top of that. Same features and stability, but with the auto-update benefits of CoreOS.