"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.