Diplo made a remix for the track after M.I.A. turned down an offer to produce one. Tony Kanal, fellow No Doubt member, also produced a remix titled the Dancehollaback Remix. The track features reggae singer Elan Atias, whose debut album Kanal produced. It appears as a single on iTunes, on the CD single for "Cool", and on the bonus CD of the deluxe edition of Love. Angel. Music. Baby. Stefani later requested to contribute vocals on "I Wanna Yell" from Atias's debut album Together as One, and was featured on his song "Allnighter".
