Gutsche is a German surname. Notable people with this surname include:
C. David Gutsche (1921–2018), American chemist Clara Gutsche (born 1949), American-born Canadian photographer Gail Gutsche, American activist and politician Thelma Gutsche (1915–1984), South African filmmaker Torsten Gutsche (born 1968), East German-German sprint canoer