Perdue was born on December 10, 1949 in Macon, Georgia. The Perdue family had been wealthy in Georgia for some time, owning land and slaves during the 19th century. David Perdue graduated from the Georgia Institute of Technology. He is married to Bonnie Dunn Perdue, and they have two children. His cousin Sonny Perdue is the United States Secretary of Agriculture.