Villalba has played with Newell's Old Boys for his entire football career. Despite being born and raised in Argentina, Villalba was called up and debuted for the Paraguay national football team in a 1–0 loss against Peru, in October 2015.[4] He was eligible to represent Paraguay through his parents, who are of Paraguayan descent.[5]