I think this theme was first explored in depth in Do Androids Dream of Electric Sheep. Having a "real" animal was a status symbol.
I highly recommend this story to anyone who's even slightly curious.
https://en.wikipedia.org/wiki/The_Work_of_Art_in_the_Age_of_...