In November 1971, Gurney and co-driver Brock Yates won the first competitive running of the Cannonball Baker Sea-To-Shining-Sea Memorial Trophy Dash, known widely as the Cannonball Run, an unofficial, unsanctioned automobile race from New York City to Redondo Beach, California.