Arzuaga is a Spanish surname. Notable people with the surname include:

Amaya Arzuaga (born 1970), Spanish designer Juan Arzuaga (1880–1951), Spanish footballer and referee Manuel Rodríguez Arzuaga (1876–1952), Spanish versatile athlete and a football executive Martín Arzuaga (born 1981), Argentine footballer