Berisha began his senior career at Kategoria Superiore clubs Kukësi and Laçi, before returning to his native Kosovo at Besa Pejë in 2019.

In the summer of that year, he moved to Kosovo Superleague club Ballkani, with which he won several domestic honours following loans at Liria Prizren and Malisheva.

[4] Midway through the 2018–19 campaign, Berisha returned to his native Kosovo by signing for Besa Pejë, recently relegated to the second division.

[9] On 5 July 2022, Berisha registered his debut in European competitions by starting in a 1–1 home draw to Žalgiris in the first qualifying round of the UEFA Champions League.

His side qualified again to the Europa Conference League, and this time he started in all six matches of the group stage, including the 2–0 home win over Dinamo Zagreb on 5 October 2023.

[13] On 5 February 2024, Berisha signed a three-and-a-half-year contract with Romanian club Petrolul Ploiești,[14] for a rumoured fee of €200,000 plus 20% interest on a future sale.