What is a returnless refund and when is it cost-effective?

A returnless refund means refunding the customer without requiring the product back. It's cost-effective when the return shipping cost exceeds the product's residual value, common for low-value items shipped internationally. Amazon uses this policy extensively. Consider it for items under $15-20 value where international return shipping would cost more than the product is worth.