WEBDepeche Mode discography. The discography of English electronic music band Depeche Mode consists of 15 studio albums, seven live albums, 10 compilation albums, 16 box sets and 61 singles. The band's music has been released on several labels, including Some Bizzare, Mute Records, Sire Records, Reprise Records, and Columbia Records.