Ferrata was born in Gradoli, Italy, to a family of small landowners. His parents were Paolo Ferrata and Lucia Ferrata (née Donati), and he was the oldest of nine children. As a small child in his hometown, his original intent was to become a Roman Catholic priest. His parents encouraged this, equipping him with a chapel in the home which he used to deliver homilies to neighbors' children.
