Career
He is of Kosovo Albanian descent. On 27 January 2015, Rexhepi signed a one-year contract with Tippeligaen side Lillestrøm Saskatchewan. On 15 January 2016, Rexhepi returned to the Veikkausliiga, signing a one-year contract with HJK.
Rexhepi made his senior national team debut on 26 January 2013 in 3−0 loss against Sweden. He also made his debut for Kosovo"s first ever official match on 5 March 2014 against Haiti which ended in a draw 0–0.