Pejović () is a Serbo-Croatian surname, a patronymic of Pejo, a diminutive of Petar. It may refer to:

Aco Pejović (born 1972), Serbian popular pop-folk singer Aleksandar Pejović (born 1990), Serbian professional footballer Danilo Pejović (1928–2007), Croatian philosopher Dragiša Pejović (born 1982), Serbian footballer Filip Pejović (born 1982), Serbian former professional footballer Luka Pejović (born 1985), Montenegrin international footballer Luka Pejović (footballer, born 1994), Croatian footballer Mitar Pejović (born 1983), Serbian football goalkeeper Srećko Pejović (born 1953), Serbian Olympic sport shooter who competed for Yugoslavia Vlada Pejović (born 1950), Serbian former football manager and player Žarko Pejović (born 1986), Montenegrin handball player Zvezdan Pejović (born 1966), Montenegrin former professional footballer

See also Pejić Pajović Pejaković Pejinović Pejčinović Perović