Azure Affinity Groups

...offer a way to group VMs together and, at the very least, make sure they are hosted at the same datacenter. I forgot to mention this here. The Microsoft facilities in San Antonio (West) and Chicago (East) are thus far the most feature rich and Jeffrey hinted these were the best to use.