Reports in France suggest Arsenal are on the brink of an agreement for Gueye, who is a defensive-minded midfielder.
The defensive midfielder is available on the cheap given his contract expires in 2021.
Mikel Arteta’s side are set to pick up the 21 year-old for just £5m and the 21-year-old also dropped a subtle hint on Instagram.
Emirates Stadium bosses look set to beat a string of clubs to his signature including AC Milan, Fiorentina, Udinese and Sevilla.
The Gunners completed loan deals for centre-back Pablo Mari from Flamengo and Portuguese right-back Cedric Soares from Southampton in the January transfer window.
Gueye looks set to be Arteta’s first signing of the summer as he plans to rebuild the Gunners.
Wiliam Saliba will also link up with his teammates after a year on loan at Saint Ettiene.
Arsenal fans could see another midfielder join their ranks this summer after reports emerged suggesting they are lining up a move for their former star Aaron Ramsey.