At age thirty-seven, Centeno made her official debut for the 2008 Summer Olympics in Beijing, where she competed in the women's marathon, along with her compatriots Alessandra Aguilar and María José Pueyo. She finished the race in forty-fifth place by less than a second ahead of Portugal's Ana Dias, with a time of 2:36:25.