Almunia is a surname. Notable people with the surname include:
Eva Almunia (born 1960), Spanish politician Joaquín Almunia (born 1948), Spanish politician Manuel Almunia (born 1977), Spanish footballer
Almunia is also the name of an Italian electronic music duo.
See also Almunia de San Juan, a municipality in the province of Huesca, Aragon, Spain La Almunia de Doña Godina, a municipality in the province of Zaragoza, Aragon, Spain