The chorus of "Voulez-vous coucher avec moi ce soir" in "Lady Marmalade" is French for "Do you want to sleep with me tonight?" When Labelle performed it on television, they had to change it to "Voulez-vous danser avec moi ce soir" (Do you want to dance with me tonight?).
Phil Oakey recorded his vocals for "Don't You Want Me" in the studio bathroom. The recording was disrupted by guitarist Jo Callis reaching through an open window from outside to repeatedly flush one of the toilets.
The Prince-penned "Manic Monday" was the first song The Bangles heard coming from a car radio, but "Eternal Flame" is closest to Susanna's heart, perhaps because she sang it in "various states of undress."