 Ranković started his professional career with FK Rad, making his first appearances in 1997, at the age of 19.In 2002, Dutch side SBV Vitesse showed interest for the player and brought him into the Eredivisie, where he played as a first team regular for three seasons.In 2005, he moved to fellow Eredivisie participants ADO Den Haag where he became one of their key players.