
AnalyticsBy ReasonWhyLaunched June 15, 2026Updated June 15, 2026
ReasonWhy launched on June 15, 2026. Shoplist is watching for its first storefront installs and tracking pricing in the meantime.
Apps merchants weigh against ReasonWhy, with their own detected stores and ratings.
Pinpoint which products cause returns and why, with specific fixes to prevent the next one.
ReasonWhy reads your existing returns data and uses AI to group return reasons into clear categories, so you can stop guessing why customers send items back. It ranks your products by return impact and explains the real reason behind each one, whether sizing, fit, quality, or misleading product pages, then gives you evidence-backed fixes. Instead of just processing returns after they happen, you prevent the next one at the source. Works alongside your returns portal, not as a replacement.
Every number on this page comes from public storefront scans and the public Shopify App Store listing. If Shoplist shows ReasonWhy on a store, it is there.
Read the data methodologyCompare
Detected stores, ratings, pricing, and momentum side by side.
Developer
Every app ReasonWhy publishes, with their detected reach.
Rankings
The ten apps gaining the most detected installs in each category.
Directory
Browse every app Shoplist tracks, by category, rating, and reach.
Get alerted on first storefront installs, review spikes, pricing changes, and listing edits.