Born in Niš, SR Serbia, SFR Yugoslavia, Gogić begin his career there, and played for the Yugoslav First League clubs FK Radnički Niš and FK Rad.
He stayed at Olympiacos for 4 years, during which Olympiacos dominated the domestic league.