A lot of server workloads (mail, web, database, most apps) are pretty light on memory bandwidth, so 16 cores sharing memory bandwidth isn't necessarily an issue.
Cache contention/invalidation is probably the bigger potential issue. I don't have a lot of experience with server VMs and I don't know how smart (or dumb) they are about pinning things to particular CPU cores in order to minimize cache issues.
