Kitao (written: 北尾) is a Japanese surname. Notable people with the surname include:

Kanako Kitao (born 1982), Japanese-American synchronized swimmer , Japanese sumo wrestler and professional wrestler , Japanese shogi player , Japanese animator , Japanese economist , Japanese ukiyo-e artist , Japanese fencer

See also 7954 Kitao, a main-belt asteroid