Adriana da Silva was born in Cruzeiro, São Paulo, and started her career as a cross country runner. She represented Brazil in the junior races at the IAAF World Cross Country Championships in 1998 and 2000. Following a national title win in the half marathon, she made her first senior appearance on the world stage at the 2004 IAAF World Half Marathon Championships, coming in 39th place.