The story is thin, the underlying themes are a bit richer, but it is the style that is extraordinary. I have highlighted many, many sentences just for their delightful form, rich descriptiveness and poignant observational value.
Other than that, the place in time and bottled up description of the roaring 20s are other reasons people keep referring to it.