Matović (Cyrillic script: Матовић) is a Serbian patronymic surname. Notable people with the surname include:
Darjan Matović (born 1988), Bosnian goalkeeper Dušan Matović (born 1983), Serbian footballer Ivana Matović (born 1983), Serbian basketball player Vera Matović (born 1946), Serbian singer Igor Matovič (born 1973), Slovak politician, former Prime Minister of Slovakia