Return Scout

Detect size bracketing and flag risky orders before you ship

by Milk Carton · Launched: April 2026 · Free plan available.

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Detect size bracketing and return fraud. Flag risky orders before shipping. Save money on returns.

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About Return Scout

Return Scout helps merchants identify potentially problematic orders before shipping. The app automatically analyzes each order for patterns like size bracketing, where customers order multiple sizes of the same item intending to return what doesn't fit. Orders are scored and flagged for review, letting you hold shipments with one click. This helps reduce return-related costs and lets your fulfillment team focus on orders that are more likely to be kept by the customer. Automatically scores every order for return risk before you ship Detects size bracketing when customers order multiple sizes of one item One-click hold or approve actions that sync with Shopify fulfillment Dashboard shows all flagged orders with detailed risk breakdowns Configure auto-hold rules to automatically pause high-risk orders Show more Show less

Last verified: July 21, 2026 · Fresh