Żurowski (feminine Żurowska) is a Polish surname. Notable people with the surname include:
Adam Żurowski (1929–2016), Polish geodesist and academic Agnes Zurowski (1920–2013), Canadian baseball player Kazimierz Żurowski (1909–1987), Polish archaeologist Maciej Żurowski (1915–2003), Polish historian Teresa Zurowski (born 1956), Polish-Austrian handball player