The team's roster has included big names like Acie Earl, Fred House, Ricardo Marsh, Samir Shaptahu, Dardan Berisha, Ersid Luca, Drilon Hajrizi and Gerti Shima.

The club's first manager was Valdet Spahija and the first roster consisted of Valdet Spahija (as player-manager), Riza Gjakova, Ahmet Nimani, Besim Gjuka, Sebajdin Sylejmani, Agim Lluka, Agim Beqiraj and Turhan Zajmi.

[3] In the 1996-97 season KB Peja played in the second division, due to problems with the Basketball Federation of Kosovo.

In 2003-04, the team didn't compete in any league organized by the Basketball Federation of Kosovo.

In the 2016–17 season, Peja would play in a European competition for the first time, when the team entered the FIBA Europe Cup.