Ku qor sii wadida cutubkan - Wuxuu sidoo kale ka ciyaaray EuroBasket 2007, halkaas oo Spain ay ku guuleysatay billaddii lacagta ahayd ee tartanka. Intii lagu guda jiray tartankan, Rudy wuxuu celcelis ahaan helay 9.9 dhibcood 20.3 daqiiqo ciyaar kasta. Ciyaaraha Olombikada 2008
, Spain ayaa guuldarro kala kulantay kooxda USA ee ku guuleysatay billaddii dahabka. Fernández wuxuu dhaliyay 22 dhibcood 18 daqiiqo oo ciyaar ah, isagoo leh 5 gool oo seddex dhibcood ah, wuxuuna dhameystiray dunk ka badan Dwight Howard in qoraaga isboortiga ee ESPN Bill Simmons uu ku tilmaamay "hellacious". Intii lagu guda jiray Olombikada, Fernández wuxuu lahaa tirakoobyadan soo socda: 13.1 dhibcood, 3.5 dib u soo celinta, iyo 2.1 caawimaad, 22.3 daqiiqo ciyaar kasta.