Refund Insights for Shopify
- Category rank
- #256 in Returns and exchanges
- Price
- Free plan
- Listing audit
- 79/100
Refund Insights is a Shopify App Store app by Operator Labs, launched May 2026.
Refund Insights is the #256 ranked Returns and exchanges app on Shopify, with a free plan available, as of Nov 5, 2026.
AppRanks verdict
Generated from marketplace data as of Nov 5, 2026
Refund Insights ranks #256 of 316 in Returns and exchanges on Shopify. It has no reviews on Shopify yet. A free plan is available, so the entry feature set can be tried without a paid subscription.
Pros
- +Free plan available — no paid subscription needed to start
Cons
- −No reviews yet — fit and reliability are unverified by other merchants
About Refund Insights
How Refund Insights works
Every refund costs you money, but not knowing why customers return products costs you even more. Refund Insights automatically emails customers a short survey after every refund and collects the reason for return. Results appear in an analytics dashboard, broken down by product and reason. Once installed, surveys send on their own — no manual work required. Use the insights to fix product issues, update listings, and reduce your return rate.
Screenshots






Key features
- Automatic survey emails sent to customers after every refund
- Analytics dashboard showing return reasons broken down by product
- Customizable survey reasons and email branding with your store name
- One-click survey responses make it easy for customers to give feedback
- Track response rates and identify your most-returned products
Standardized capabilities
Normalized capabilities detected for this app, comparable across the marketplace.
Common capabilities (1)
widely but not universally offered
- Refund ManagementManage and track all customer refunds efficiently.
Niche capabilities (1)
rare, long-tail capabilities only a few apps offer
- Advanced Analytics DashboardAccess a comprehensive analytics dashboard with advanced features and insights.
Ratings and reviews
Category rankings
A category rank is the app's position in Shopify's own category listing. Keyword ranks (search-result positions) are a separate measure.
- Returns and exchanges#256of 316Top 82%
See 90-day rank history for each category
Track daily rank changes, category shifts, and position volatility.
Featured placements
No featured placements on Shopify in the last 30 days.
Keyword rankings
Refund Insights ranks for 1 keywords across Shopify App Store. Here are the top 1:
- Rank #237
Competitors & alternatives
Refund Insights doesn't have curated competitor matchups yet.Other tracked Returns and exchanges apps on Shopify:
Looking to switch from Refund Insights?
See Refund Insights's alternatives ranked by audit score, rating, and review velocity.
Frequently asked questions
What is Refund Insights?
Refund Insights is a Shopify app by Operator Labs, listed in Returns and exchanges. It has been listed since 2026.
Is Refund Insights free?
Refund Insights has a free plan on Shopify.
Where does Refund Insights rank on Shopify?
Refund Insights ranks #256 of 316 apps in Returns and exchanges on Shopify.