I've had Windows Server VMs soft crash and hard crash on Azure. Some soft-lock and a restart via Azure gets them back. Some times the only fix has been to power off / deprovision - then power on again (i.e. a restart didn't fix it). It's not common, but I've encountered it multiple times. These are with operating systems that were created in Azure from their images.