A tropical house and dancehall-pop song, "Sorry" contains in its instrumentation "brassy horn bleats", warm island rhythms and a dembow riddim beat. Vocally, Bieber uses a smooth falsetto during the track. Lyrically, "Sorry" is a plea for a chance to apologize to a lover, with Bieber asking forgiveness and a second chance to redeem himself.