Unable to use "Web deploy" on Windows Server 2012 HTTP ERROR 404.7

Ok, the problem was I trusted Web Platform...

Installing defaults settings for Web Deploy 3.5 didn't install all required components like:

enter image description here

You need to install "IIS Deployment Handler" to be able to use it.