Utrilla is a surname. Notable people with the surname include:

Alejandro Utrilla Belbel (1889-1963), Spanish cavalry officer David Utrilla, Peruvian businessman Jorge Baldemar Utrilla (born 1961), Mexican politician Olivia Utrilla Nieto (born 1969), Mexican politician

See also Utrillo, another surname