In October 2005, Djurovski was appointed manager of Drava Ptuj. He left the club in July 2006. Shortly after, Djurovski was appointed manager of Nafta Lendava. He left them in August 2007. Two weeks later, Djurovski became manager of his former club Maribor, penning a two-year deal. He was released on 5 November 2007. In October 2008, Djurovski returned to his native country, being named manager of Vardar. He left the club in January 2009. Later that year, Djurovski served as manager of fellow Macedonian club Belasica.