(tennis) Mary Joe Fernández
1971- 
(handball) Jérôme Fernandez
1977- 
(handball) Begoña Fernández
1980- 
(soccer) Iker Casillas (a.k.a. Fernández)
1981- 
(rugby) Juan Martín Fernández Lobbe
1981- 
(handball) Beatriz Fernández
1985- 
(basketball) Rudy Fernández
1985- 
(soccer) Augusto Fernández
1986- 
(soccer) Matías Fernández
1986- 
(soccer) Javi García (a.k.a. Fernández)
1987- 
(soccer) Federico Fernández
1989- 
(soccer) Nacho (a.k.a. Fernández)
1990- 
(soccer) Luis López Fernández
1993- 
(bronze) Raúl Fernández
1936 basketball 
(bronze) Armando Fernández
1984 water polo 
(silver) Andrés Jiménez (a.k.a. Fernández)
1984 basketball 
(gold) Osvaldo Fernández
1992 baseball 
(gold/bronze) Mary Joe Fernández
1992; 1996 tennis 
(gold/bronze) Zoila Barros (a.k.a. Fernandez)
2000; 2004 volleyball 
(gold) Gabriel Fernández
2004 basketball 
(silver) Paquillo Peláez (a.k.a. Fernández)
2004 20 km walk 
(gold) Jérôme Fernandez
2008; 2012 handball 
(bronze) Begoña Fernández
2012 handball 
(bronze) Beatriz Fernández
2012 handball 
(silver) Rudy Fernández
2008; 2012 basketball 