Retailers that offer deep discounts on desired products can save you a lot of money, but it's important to shop carefully.

Dollar General on Tuesday reported quarterly earnings that surpassed Wall Street’s expectations, as the discount retailer was a far cry from the nearly $1 billion in inventory shrink—a mix of theft, ...