Dhameystir weedha soo socota: Penguins waxay ku iibsadeen xulashada koowaad ee guud ee 2003, taas oo ay u isticmaaleen inay doortaan goolhayaha Marc-Andre Fleury. Fleury wuxuu ahaa goolhaye saddexaad oo loo doortay inuu noqdo kii ugu horreeyay ee guud ahaan ka dambeeya Michel Plasse iyo Rick DiPietro. Doorashada wareega koowaad ee Pittsburgh, kaalinta labaad ee guud,
2004, Evgeni Malkin, wuxuu ahaa Penguins kii labaad ee ku guuleysta Calder Trophy. Penguins waxay heshay xulashada guud ee ugu horeysa 2005 waxayna doorteen Sidney Crosby waxa loogu magac daray "Sidney Crosby Sweepstakes".