In 2007, Escudero was selected in the Argentina under-20 squad to compete in the FIFA World Cup in Canada, but hardly played due to injury. The following year, he first played for the Olympic side against Guatemala in preparation for the 2008 Summer Olympics, appearing as a left back in the 5–0 rout.