Cash on Delivery builds trust with customers, and it also invites fake orders and refused parcels.
Useful safeguards include OTP confirmation for risky orders, a blacklist of repeat offenders, and a look at a number's courier return history before you ship.
None of these need to slow down good customers, which is why they work best when they run automatically at checkout.
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