Caune is a common Latvian surname. Notable people with the surname include:

Agate Caune (born 2004), Latvian track and field athlete Baiba Caune (1945–2014), Latvian track and road racing cyclist

See also Caunes, for people named de Caunes Arago cave, in French Caune de l'Arago