Track Description Available in: "In Too Deep" is a song by the British band Dead or Alive. It was included on their 1985 studio album Youthquake, and was remixed for release as the third single to be taken from the album in June 1985. It reached number 14 in the UK Singles Chart, number 61 in Germany and number 31 in Australia.