Ollie’s Bargain Outlet transforms ordinary shopping into a treasure hunt that keeps New Jerseyans coming back week after week, wondering what impossible bargain they’ll discover next.

This brand-agnostic approach generates the legendary thrift store finds that shoppers boast about for years – the cashmere sweater for $6, the Le Creuset Dutch oven for $15, the like-new designer ...