Kim closed with a bogey-free 64 to finish 17 under at The Renaissance Club, two shots ahead of Min Woo Lee. It was the South Korean's first title in three years.
His approach to the 16th set up a late birdie that effectively sealed the Genesis Scottish Open. Rory McIlroy finished at 12 under after a six-under final round.