I wouldn't expect a junior to be able to manage the whole stack and get stuff on a server. Write an application probably, but it took me a few years before I could manage everything.
To be fair, I was probably exaggerating a bit when I said "trivial" but it is pretty straightforward and you can do all of it from inside Visual Studio:
Why not - with the right PaaS platform deploying stuff is trivial and you don't need to worry about servers.