Hello,
Also I'm not sur if Azure Application Services give you access on a "real" virtual machine where you can install your own windows services. It looks to me that Application Services is to host web apps.
However I have no knowledge about using Azure so maybe should would ask them about this or wait for advices from somebody else on here.
Kind regards
Sébastien Riccio
System & Network Admin
https://swisscenter.com