In January 2015, Latifi signed with Albanian champions of Skënderbeu Korçë and later aided the club to win its fifth-consecutive league title.

[2] On 28 December 2014, Latifi joined Albanian Superliga side Skënderbeu Korçë by signing a three-year deal, taking the vacant number 27 for the second part of 2014–15 season.

"[4] Latifi ended his first season with the club by winning the Albanian Superliga title, playing 18 matches in all competitions and scoring 5 league goals.

[5] On 19 November 2015, Latifi received his first-ever career red-card during the 2–1 away lose to Kukësi; he was sent off for his violent behavior after he attacked the opposite player Gledi Mici.

[10] Four days later, he played full-90 minutes in the first leg of UEFA Europa League second qualifying round against Austria Wien which ended in a 1–0 defeat.

[11] He also featured in the entire second leg at Elbasan Arena as the match finished in a 1–4 defeat, which confirmed Kukësi elimination from the competition with the aggregate 1–5.

In the first leg of second round tie versus Kairat, his shot was turned into a rebound for Bakary Nimaga, who scored the team's only goal for a 1–1 draw.

[16] In the first leg of third round against Mladá Boleslav on 27 July 2017, Latifi's shot from outside the area was touched by Pavel Čmovš and finished in the net.

[29] On 1 July 2021, Vllaznia announced to have signed Latifi on a deal until 2023, with the midfielder making his return to Kategoria Superiore after four years.

[31] Latifi's first goal for his new side came on 11 September in the opening week of 2021–22 Kategoria Superiore, netting a first half penalty in a 5–3 away win over Laçi.

[33] Latifi was called up to the Albania national under-19 football team to participate in the 2013 UEFA European Under-19 Championship qualification, coached by Foto Strakosha.

[34] Latifi made his international debut with Albania U19 on 17 October 2012 by playing as a half-time substitute for Lorenc Shehaj in the 2–0 home defeat to Belarus U19.

[36][37] He debuted with the Albania national under-21 football team under coach Skënder Gega in a friendly against Iran U23 on 21 January 2015 held in Antalya, Turkey.