The following approach works: http://blog.jetbrains.com/dotnet/2012/12/11/remote-profiling-web-applications-with-dottrace-performance/
You will have to install the NuGet package and enable it and then attach to a URL similar to http://myapp.azurewebsites.net/AgentService.asmx.