Stambouli is a surname, meaning "from Istanbul". Notable people with the surname include:
Benjamin Stambouli (born 1990), French footballer Elettra Stamboulis (born 1969), Italian curator, professor, writer, and comic writer Henri Stambouli (born 1961), French footballer Mustapha Stambouli (1920–1984), Algerian nationalist leader