The song was released as a B-side to "Kiss Me Quick" in Europe in 1963.[3] In francophone Belgium, "Night Rider" was listed as a double A-side with "Kiss Me Quick", reaching number 29.[4][5]
Later, the song was used for the soundtrack for Elvis' 1965 film Tickle Me and included on the accompanying soundtrack EP as well.[6][7]
According to the Elvis Presley official website, most part of Elvis' album Pot Luck was recorded during a two-night recording session on March 18–19, 1962 at RCA's Studio B in Nashville, one song on that album was recorded for the film Blue Hawaii on March 22, 1961, and three songs were recorded on June 25, but "Night Rider" was recorded much later, on October 15, 1961. The song's recording features Jerry Kennedy and Scotty Moore on guitar, Bob Moore on bass, Buddy Harman and D.J. Fontana on drums, Floyd Cramer on piano and organ, Boots Randolph on saxophone and clarinet, Gordon Stoker on accordion and Millie Kirkham and The Jordanaires on vocals.[2]
According to a website called SecondHandSongs, The Jordanaires don't actually sing on "Night Rider", even though they are credited.[1]