"Like a Feather" was released as the first single from Costa's 2001 album Everybody Got Their Something. It was ranked the seventeenth best song of 2001 by SPIN magazine. Due to its use in advertisement campaigns for Tommy Hilfiger, it managed to obtain a viewer impression number of 530 million.