McFerrin was born in Manhattan, New York, The son of the late operatic baritone Robert McFerrin, and Aspiring singer Sarah Cooper. Robert, Sr. was the first African American to be a regular with New York's Metropolitan Opera.
Bobby McFerrin married Debbie Green in 1975. They have three children.