Gaztañaga is a Basque surname. Notable people with the surname include:

Jon Gaztañaga, (1991–), Spanish professional association footballer Mikel Gaztañaga, (1979–), Spanish road racing cyclist Patricia Gaztañaga (1966–), Spanish TV presenter

See also Gaztañaga Destroyer, a gun designed by Isidro Gaztañaga