Macon's first fleet assignment was with the 8th Fleet, which she joined soon after her shakedown cruise.
Over the next four years the cruiser periodically received experimental equipment in the Philadelphia Naval Shipyard, conducted tests of the new equipment while she served as an anti-aircraft gunnery schoolship, and training naval reservists off the Atlantic and Gulf coasts of the United States.