Gautrey is a surname. Notable people with the surname include:

Ben Gautrey (born 1980), English singer-songwriter Peter Gautrey (1918–2014), British diplomat Rex Gautrey (1928–2001), English cricketer Thomas Gautrey (1852–1949), British politician

See also Gaudry, surname Lannick Gautry (born 1976), French actor