"Gypsy Woman" was written by Waters with Neal Conway and Nathaniel S. Hardy Jr. and was originally written for the American singer Ultra Naté, but when Waters recorded a demo herself, the production company drew up a recording contract for her on the spot and never passed the song to its intended vocalist. The song is about a homeless woman who wears make-up and thinks of herself as beautiful despite busking on a street corner. The song includes the chorus of "La da dee, la da da" and a much-sampled organ refrain. It was released as the first single from her 1991 debut album, "Surprise".