Hailing from the city of Porto Alegre, Rafael's youth career involved time at S.C. Internacional in hometown Brazil and at Empoli FC in Italy. Soon enough he began his senior professional career in Brazil, followed by a successful four-year spell at Portuguese top-tier side Vitoria Guimaraes, which also included a brief loan move to C.D. Trofense.