Actually the big picture is that in one/two eras she'll be selling Katy numbers and who knows, maybe making less on tours.
Nobody can predict the future
For example, nobody predicted that 3 years after being on the absolute top of the world, gags would flopping right and left in terms of album and single sales and tore grosses but it is what it is!