How does fit feedback work?

Reviews ask 'How does it fit?' on a 3-point scale: runs small, true to size, runs large. Aggregate across reviews → 'Runs small (size up)' badge on product page. Influences buyer's size choice. Reduces returns 15-25%.

What review apps does this work with?

Tailor Size Guide integrates with Judge.me, Yotpo, Loox, Stamped, Okendo. Reads fit data from review metafields. If your review app exposes the data, the badge auto-renders.

By Mohit Patel, Marketing Specialist, Tailor Size Guide

Shopify how-to July 2, 2026 4 min read

How to Show Fit Feedback from Customer Reviews on Shopify

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Real shopper data → fit badges on product pages. 15-25% return reduction.

The Pattern

Review submission asks: "How does it fit?" → small / true / large. Aggregated across 50+ reviews → consensus badge.

Display: small inline pill near the size selector. Examples: "✓ True to size (78%)" or "⚠ Runs small — size up (62%)".

Why It Works

Sizing is high-uncertainty. Buyers trust other buyers more than the brand. Real fit data is more credible than a chart. Conversion lifts 5-10%, returns drop 15-25%.

Setup

Tailor Size Guide reads fit data from your review app metafields. Auto-renders the badge once 5+ reviews include fit feedback. No manual configuration.

FAQs

Fit feedback?

Aggregated 'runs small / true / large' from reviews.

Review apps?

Judge.me, Yotpo, Loox, Stamped, Okendo.

Real fit data, real conversions

Tailor Size Guide turns review data into sizing confidence.

Install the Shopify app Read the docs