Melanie was the daughter of unknown parents. The date and place of her birth have not been found.
Her husband was Ronald Perry Como, who she married in 1961. The place has not been found. Their six known children were Ronald (?-?), Paul (?-?), Melanie (?-?), Wendy (?-?), Mary (?-?) and Paige (?-?).