Building on top of @ChamindaC and @Andy Li-MSFT's answers, and using Peter Groenewegen's Xpirit Run Inline Powershell and Azure Powershell build extension, I was able to retrieve the $(rev:r) from the build number:
In the following MSBuild task I reference that as $(Revision).