Undaunted, Burns forged on with a retooled Dead or Alive roster including future Mission U.K. guitarist Wayne Hussey and bassist Mike Percy. Over the course of records including the 1982 It's Been Hours Now EP and the follow-up single, "The Stranger," the group evolved into a true dance band and ultimately landed with major-label Epic. A series of singles appeared over during 1983, including "Misty Circles" and "What I Want"; Hussey soon exited, and it was a lineup comprising Burns, Percy, keyboardist Tim Lever, and drummer Steve Coy which scored Dead or Alive's first major hit, a 1984 cover of KC & the Sunshine Band's disco classic "That's the Way (I Like It)" which fell just shy of reaching the British Top 20.

The group's full-length debut, Sophisticated Boom Boom, also fared well with audiences, but they achieved true stardom in early 1985 with the Hi-NRG smash "You Spin Me Round (Like a Record)," the first number one hit for the production team of Stock, Aitken & Waterman. The succeeding LP, Youthquake, was also a smash, yielding further hits in the form of the singles "Lover Come Back to Me," "In Too Deep," and "My Heart Goes Bang." 1986's "Brand New Lover" kept the group in the limelight, but the 1987 LP, Mad, Bad and Dangerous to Know proved disastrous at home and in the U.S., although a fervent following emerged in Japan. In the wake of 1989's Nude, both Lever and Percy left the group; the nucleus of Burns and Coy remained, additionally taking over production and managerial duties. Subsequent Dead or Alive LPs included Fan the Flame, Part One, and Nukleopatra.