Returns Automation App for Shopify Brands

1. 1

   Map five merchants' actual returns flow

   Sit with a handful of small brands and trace one return end to end: the email, the judgment call, the label, the refund, the restock. The judgment call is where the product lives, because that is what their current tools cannot encode.

2. 2

   Build the rules engine around real policies

   Days since delivery, item condition, final-sale flags, exchange-first offers, store credit incentives: let the merchant set their policy once and have the portal enforce it automatically, with an exceptions queue for the weird ones.

3. 3

   Automate labels and status messages

   Generate the return label through a shipping API and send status emails at each stage. The customer-facing calm is half the value; the other half is the merchant never retyping an address into a carrier site again.

4. 4

   Show the money view

   Return rate by product, reason codes, and refund totals over time turn returns from a chore into a decision tool: which product to fix, which to drop, which customers abuse policy. Analytics is the upgrade tier.

5. 5

   Follow Shopify's app store playbook

   Bill through Shopify, obey the review guidelines, and treat your listing like a storefront: sharp screenshots, honest copy, and fast support replies. Early reviews decide your ranking, so onboard the first fifty merchants personally.

6. 6

   Price by return volume

   Start near $49 a month for small stores and step up with volume. Merchants accept usage-shaped pricing on returns because the cost scales with a pain they can see in dollars.

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Best for: A developer who wants the Shopify app store as a built-in sales channel

Not for: Builders who resent platform dependence. Shopify's rules, revenue share, and review process govern the business, and that trade buys you distribution.