[2] Born in Vlasotince, he spent almost whole his life in Smederevo, where he started playing for local club Železničar.

For most of his career he played for lower league level clubs Smederevo and Mladi Radnik whose shirts he has worn on several occasions.

[4] After retiring as a player, Stamenković has started working as an assistant coach with Velimir Ciga Đorđević.

They finished in a solid 10th position and were 4 points short of promotion play-offs, the main reason being too many draws.

Stamenković returned to the club in which he had his biggest success, Sevojno which also played in the Serbian First League, just so he could make the biggest success in history of the club, entering a Cup final, on the way beating Serbian giants Red Star[11] and thus achieved UEFA Europa League qualifications.

[15] In his first full season in the elite rank Sloboda finished in 6th place[16] and again being successful in the Serbian Cup reaching the semi-finals, but losing to Vojvodina 3–1 on aggregate.

In the final round of the 2013–14 season, Sloboda lost to Voždovac 1–0 at home, and finished in 16th place therefore being relegated.

[19] Stamenković is rarely mentioned after his full name, instead he is referred as "Piskavac" (Serbian word for whistler), the nickname that he has gained as a kid.

[21] On 13 April 2013, Stamenković's side Sloboda drew 2–2 with FK Vojvodina at Karađorđe Stadium in Novi Sad.