You can then set your virtual machine up with a static IP address and the machines on your network will be able to reach the server. Simple.

As Brien recently discovered, a glitch in Azure can cause a virtual machine to fail when it's manually configured to use a specific DNS server. Here's how the problem went down and how he fixed it.