More conversions but more returns: ship or not?

Question

An e-commerce team tests a more aggressive checkout flow that pre-selects add-ons and speeds people through payment. The primary metric, purchase conversion, is up a significant +1.5%. But a guardrail, the 30-day return-and-refund rate, is up a significant +0.8 percentage points, and customer-support contacts ticked up slightly.

Should the team ship, and how should they reason about the guardrail regression?

Accepted Answer

Why the guardrail exists. Conversion is the win the team wants, but returns and support load protect against hollow wins: sales that get reversed, or that create downstream cost and unhappy customers. A guardrail is there precisely so that a conversion bump cannot be shipped blindly when it damages something you care about. The trade-off is real. A faster flow that pre-selects add-ons can push people into purchases they did not fully intend, which is exactly the kind of thing that comes back as returns. So the +1.5% conversion and the +0.8 point return rate are likely two sides of the same be…

More conversions but more returns: ship or not?

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