She was born in Tuzla, Bosnia. During the Bosnian War she and her older brother Igor, mother, and grandmother fled to a refugee camp in Serbia. After the 1999 NATO bombing of Serbia, Pejić's mother felt unsafe and in 2000 the family moved to Melbourne.