Bielsa is a surname. Notable people include:

Antonio Bielsa Alegre – Spanish archaeologist Marcelo Bielsa – Argentine football coach María Eugenia Bielsa – Argentine politician (Minister of Territorial Development and Habitat since 2019) Rafael Bielsa – Argentine politician (Minister of Foreign Affairs 2005–2007) Rosa Bielsa, Spanish tennis player