Frank Infante was born in New York. His professional career as a musician began in the early 1970s when he started to play guitar in the band Sniper and later in rock/blues groups like World War III and Elegant End. Infante first began to play bass guitar with Blondie from 1977, playing on Plastic Letters (1978), but not appearing on the cover.