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Bill upfront and credit back on return. Amazon shouldn't be responsible for the stealing happening in your neighbourhood.

They often shoulder that responsibility to reduce friction, and I think it works net-positive in their favor.

Billing the customer and then penalizing them for being a victim of theft introduces so much friction and frustration.

That is true and besides the point which is that they are not responsible.