As apps make it easier to seek refunds, Amazon limits its reimbursement policy

Many online retailers promise price protection to customers, but after making a purchase, few shoppers take the time to compare prices across the Web and file claims for partial refunds.

So a handful of start-ups have built business models that involve doing that legwork and taking a cut of the...