Kammala jumla mai zuwa: Ya kuma taka leda a EuroBasket 2007, inda Spain ta lashe lambar azurfa ta gasar. A lokacin wannan gasar, Rudy yana da maki 9.9 a cikin minti 20.3 a kowane wasa. A cikin
Wasannin Olympics na 2008, Spain ta yi rashin nasara ga Team USA a wasan zinare. Fernández ya zira kwallaye 22 a cikin minti 18 na wasa, tare da kwallaye uku-uku 5, kuma ya kammala dunk a kan Dwight Howard wanda marubucin wasanni na ESPN Bill Simmons ya bayyana a matsayin "hellacious". A lokacin wasannin Olympics, Fernández yana da ƙididdigar masu zuwa: maki 13.1, rebounds 3.5, da taimako 2.1, a cikin mintuna 22.3 a kowane wasa.