You were definitely in the right section. My Menards has them for $1.49, Home Depot for around $1.79 and Lowes for around $2.29 .
It should be in the bin right next to the U channel one. They may have just been out. Try HD or, if you have them, Menards, or even one of the larger "hardware" stores like Ace or True-Value.