Edwards has a history of family in show business. Blake's step-father, Jack McEdwards, was a stage director and movie production manager. His grandfather was the silent film director, J. Gordon Edwards.
Before marrying Julie Andrews in 1969, Blake was married to Patricia Walker from 1953 - 1967. Their union produced two children, Geoffrey and Jennifer.