Baumstark is a German surname. Notable people with the surname include:

Anton Baumstark (1800–1876), German classical philologist Carl Anton Baumstark (1872–1948), German orientalist, philologist and liturgist Gertrude Baumstark (1941–2020), Romanian and German chess player