- The title is a reference to the novel of the same name by Margaret Mitchell, which would later become a more well-known 1939 film.
- When Dr. Fist gives Cleveland a "fart card", he says "With great power, comes great responsibility." A phrase that is commonly said in the Spiderman franchise.
- Quagmire calls Cleveland "Joey," a reference to the failed Friends spinoff of the same name.
- Coach McFall sings "Bad Day" by Daniel Powter during a montage of Lester and Kendra's time on the karaoke contest, a reference to the fifth season of American Idol doing the same.
- There is a brief reference to The Wizard of Oz, as Cleveland states "Auntie M" when he sees the fart tornado he created.
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