The crash was reported at about 10:05 p.m. near the intersection of Arnold Drive and Madrone Road, according to CHP Officer Ralph Caggiano.
A man and woman were in a 2006 Cadillac vehicle that went off the road and struck a tree, Caggiano said.
Both victims were taken to a local hospital where the woman was later pronounced dead, according to Caggiano.