Danielle is the daughter of film producer Frank von ZerneckDanielle von Zerneck, AllMovie and actress Julie Mannix (daughter of author Daniel P. Mannix). In 1989, she married James Fearnley, an English accordion player for the Irish folk/punk band The Pogues.
