To add to the below suggestions, Bandcamp sells them new for a variety of artists, McKays’s and other second-hand stores sell them used (the one near me has an entire upper floor for just CDs), and many musicians sell them on their own websites. If you buy directly from the musician, you’ll sometimes get a signed or limited edition version at no extra cost.