Ansoleaga is a Spanish surname. Notable people with the surname include:
Alfonso Orueta Ansoleaga (1929–2012), Chilean politician and football manager (1846–1916), Spanish architect, historian, restorer, and archaeologist Manuel Ansoleaga (1879–?), Spanish footballer