Is it being misplaced at the distribution center or once it's out for delivery?
Generally it's an issue before the delivery part. Often it starts from the wrong hub. If I see "Out for Delivery" but it lists a neighboring city in the metro I know it's not coming. Sometimes it will never get picked up. Others it just drops off during the process.
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I'm surprised Amazon would still have those issues at their maturity level, I guess we've fared pretty well in my area, only a few times has something not shown up