Joel Hoekstra, lead guitarist of Whitesnake and Trans Siberian Orchestra, performed lead guitar on "Drive."
James LoMenzo, bassist of Black Label Society and Megadeth, performed bass on "Drive."
Jonathan "Sugarfoot" Moffett, drummer for Michael Jackson, Madonna, Elton John, among many others, was the drummer on "Drive."