The current club is considered to be the successor of one football and sports club that had been active in the city of Ferizaj since 1923, being Borci who were the original club that today's KF Ferizaj is based on.
Ferizaj has reached the finals of the Kosovar Cup twice, first in the 2011–12 season where they faced Trepça'89 to which they lost 3-0, and then again in the 2012–13 season where they faced Prishtina, but lost to them too after penalties 4-3.
The club play their home games at the Ismet Shabani Stadium in Ferizaj, while they have another second stadium that is used for training and sometime games. The stadium has a seated capacity of 2,000 spectators. The stadium is named after the club's former player Ismet Shabani.