Tucked away in the heart of Adams, Wisconsin lies a bargain hunter’s paradise where your wallet stays fat and your shopping bags overflow with treasures.

Analysts rushed to anoint the revived retailer as the rebound of the year. But it seems Macy's has just hit a bit of a snag.

The chain, which provides both professional installers and do-it-yourself customers with auto parts, first announced the ...