Gig Harbor, Washington. Gig Harbor is the name of both a bay on Puget Sound and a city on its shore in Pierce County, Washington, United States. The population was 7,126 at the 2010 census. Gig Harbor is one of several cities and towns that claim to be the gateway to the Olympic Peninsula.