Answer
No, Paolo Guerrero has never participated in an Olympic Games throughout his entire professional football career. Despite being a prominent figure in the Peruvian national team and achieving remarkable milestones in international tournaments like the Copa América, he has not had the opportunity to represent Peru in the Olympic football competition.