Bliss Bay (Danish: Bliss Bugt) is a bay in the Wandel Sea, Northern Greenland. The area of the bay is uninhabited. Administratively Bliss Bay and its surroundings belong to the Northeast Greenland National Park. Bliss Bay is clogged by fast ice year round. Formerly there was an automatic weather station in the bay. The bay was named by Robert Peary after E. W. Bliss, one of the founding members of the Peary Arctic Club in New York.