Okay, so this is a genuine concern of a lot of people. It happens rarely, but in such cases, the COD mailpiece is kept at the local post office for 10-15 days, after which they are returned to the sender. During this waiting period, USPS tries to trace the recipient to hand over the mail to the right hands.