That magenta storefront in Raleigh isn’t just another stop in a sea of discount retailers—it’s the shopping equivalent of finding an extra twenty in your winter coat pocket when you’re flat broke.

That’s exactly what happens at Granddaddy’s Antique Mall in Burlington, North Carolina – a veritable wonderland where yesterday’s treasures await today’s collectors. The red block letters spelling ...