I had a problem with a web app service on Azure, the session state was not functioning properly.
2 instances where running for the website and the Session affinity cookie was set to Off, that was the problem, ARR makes sure that the user stays on the correct webserver for the duration of the session.
I had to turn it ON, see link below for where to find it.
Disable Session affinity cookie (ARR cookie) for Azure web apps