"Short Fat Fannie" (alternatively "Short Fat Fanny") is Larry Williams' second single release after "High School Dance". Williams' original penned track peaked at number five on the U.S. pop chart, and at number one on the R&B chart. It sold over one million records, Williams' first million seller.The song was rehearsed by The Beatles during the filming of the documentary, Let It Be in 1969.