 Bogunović started out at his hometown club Novi Sad.He scored 11 goals in the 2001–02 Second League of FR Yugoslavia, as the team placed third in Group North.In early 2003, Bogunović moved on loan to Bulgarian club Litex Lovech until the end of the season.