 The song was written by Relf and Nelson, arranged by Gene Page, and produced by Fred Smith.It was based on a number called "Slauson Shuffletime" (named after a boulevard in Los Angeles) by another Los Angeles singer, Round Robin.When released on the Marc label, "Harlem Shuffle" became a modest hit on the US "Billboard" R&B chart.