Artists don't always make money on tours. In fact, once upon a time, the tours were for the purpose of increasing CD sales, not the other way around.

I believe it was Bill Graham himself that said a rock concert tour was the single fastest way to either lose money or to make money, depending on how it turns out. Even some really big artists are known for having lost significant wads of cash putting on tours.