Bitsch is a surname of German origin. Notable people with the surname include:
- Emil Bitsch (1916–1944), German Luftwaffe flying ace
- Jana Bitsch Messerschidt (born 1990), German karateka
- Marcel Bitsch (1921–2011), French composer
- Noah Bitsch (born 1989), German karateka