I've seen people DJing at parties using two browser windows with Youtube.
And ? DJing is about mixing music sources seamlessly, wherever they come from.I wouldnt trust the network during a gig though ,but there is nothing shocking in getting your music from Youtube.
If you're going to profit from someone elses work without paying them, try not to make it sound like shit as well.