Parlagi's amateur record includes about 220 fights with 190 victories. He participated in the World Amateur Boxing Championships in 2007 and 2009, although both times he was eliminated in the round of 32. His best amateur result in a major competition was reaching the quarterfinals of the 2008 European Amateur Boxing Championships. He attempted, but failed, to qualify for the 2008 Summer Olympics.