The song was covered in 2003 by Michael Bubl� in his debut album and in 2004 as a B-Side from McFly, in 1980 by The Chipmunks on their comeback album, Chipmunk Punk, and can occasionally be heard covered at the live gigs of Suffolk rockers The Darkness. Country singer Dwight Yoakam also covered the song in 1999; this version featured on a Gap advert. Orion covered the song, in a style very similar to Elvis Presley, on his 1980 album Rockabilly. Josh Kelley recorded a cover for the Killer Queen tribute album in 2005. Brian Setzer also did a version of this song, which had a combination of sounding rockabilly and a little like doo wop at the same time. Raymond Quinn performed a swing version as part of the 2006 series of The X Factor. Diana Ross covered the song for her 2006 EMI album, I Love You.
Michael Buble has also covered a big band verson of the song for his self titled album, Michael Bubl�.