An apparatus for reducing hydrogen concentration in exhaust gas of an exhaust system of a fuel cell vehicle includes a bumper cover disposed at a rear portion of the fuel cell vehicle, the bumper cover forming a streamlined exterior surface, and an exhaust gas guiding unit interconnecting the exhaust system and the bumper cover, the exhaust gas guiding unit guiding the exhaust gas to the streamlined exterior surface of the bumper cover.