[1] Güleryüz started her football career during her secondary education at the age of twelve, obtaining her license from her school's team, Birfen Koleji Hatay Defne Spor, on 10 September 2015.

[1] After a one year break, she transferred to Trabzonspor to play in the 2021-22 Turkish Women's Football Super League.

[1][3][4][5] In November 2022, Güleryüz was called up to the Azerbaijan national team for a friendly match against Croatia.

[11] Göknur Güleryüz was born in Antakya district of Hatay in southern Turkey on 4 February 2003.

[1][3] She completed her secondary education at the private Birfen Koleji school in Hatay.