[7] However, before he even kicked a ball for his new club, they were relegated to the Lega Pro Prima Divisione after being expelled from Serie B for their part in the Calcio Scommesse scandal.

[8] On 23 September 2012, he scored Lecce's third goal in its 1–3 victory at Treviso, which took them to the top of the 2012–13 Lega Pro Prima Divisione League table.

This transfer happened shortly after Carpi signed the fellow Albania national team player, Edgar Çani.

[13] On 26 December 2013 he scored an equaliser at Virtus Lanciano before two further goals from teammates left Carpi three points away from the play-off zone for promotion to Serie A.

[20] He made it his debut on 12 October 2014 by coming on as a substitute for Gabriel Appelt Pires in the 87th minute against Crotone; Pescara won the match, 1–4.

[26] Memushaj was called for the first time to the Albania national team in November 2010 by manager Josip Kuže for a friendly against Macedonia.

[28] He returned on the team on 9 February 2011 for their next friendly against Slovenia,[29] earning his second cap in the process, again as a substitute, as Albania was defeated 1–2.

[30] In November 2013, after a long absence, Memushaj returned to the team with De Biasi as their manager for the friendly match against Belarus following the end of 2014 FIFA World Cup qualifiers.

In the final decisive match against Armenia, he assisted the second goal via a set piece as Albania won 3–0 to secure a spot at UEFA Euro 2016, its first ever appearance at a major men's football tournament.

[44] Memushaj scored his first international goal on 11 June 2017 in the 2018 FIFA World Cup qualification match against Israel, netting the third in an eventual 3–0 away win.

[45] Memushaj retired from playing at the end of the 2021–22 season and he was appointed as head coach of the Under-19 squad of Pescara until June 2023.