[9] He featured with Partizan in the 2012–13 UEFA Europa League and played against the likes of Internazionale, Rubin Kazan, and Neftchi Baku.

[citation needed] In July 2013, Šćepović signed a three-year loan deal with Sporting de Gijón, with a buyout clause.

[12] In January 2014 Šćepović was voted by the readers of Spanish sports newspaper Marca, best player of the first half of season, being referred as "the king of Segunda".

[citation needed] On 2 September 2014, Šćepović signed a four-year deal with Celtic for £2.3 million, having turned down a move the day before.

The other goal of that game was a free kick from John Guidetti, earned after Manuel Pascali was sent off for a professional foul on Šćepović.

[21] On 24 May, he scored in each half as Celtic concluded their fourth consecutive league-winning season with a 5–0 home win over Inverness Caledonian Thistle.

He helped the club in their immediate return to the top tier, notably scoring a brace against RCD Mallorca on 10 June 2017.

[24] However, on 31 January 2018 and scoring four goals in 16 games played, Getafe and Sporting agreed to terminate the loan[25] and was transferred to Hungarian club Videoton.