Growler was laid down on 15 February 1955 by the Portsmouth Naval Shipyard of Kittery, Maine.
After training exercises off the East Coast Growler sailed south for her shakedown cruise, arriving at the Roosevelt Roads Naval Station, Puerto Rico, on 19 February 1959.