Authors in Fitzgerald's time made their money off of short stories. He was apparently making $4,000 per story.
http://www.people.vcu.edu/~bmangum/fitzstories.html
I've also heard that all the 19th century novels were so long because originally they were serialized, and the author was basically paid per chapter.