The Cathedral City location stands proudly along Highway 111, its distinctive purple-gray exterior and bold yellow signage beckoning to passersby like a lighthouse for the bargain-obsessed.

Tickets are $5 each and are sold in 45 states, Washington, D.C., and the U.S. Virgin Islands. Half the proceeds from each ...