Minogue promoted "It's No Secret", performing it on "Live at the Hippodrome", a UK television show, and in a rare all-live with band U.S. appearance on "The Arsenio Hall Show" and "Club MTV".
Pesem je skupina Stock, Aitken in Waterman tudi producirala, glasbeni kritiki pa so ji ob izidu namenili mešane ocene.