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Refund Insights icon

Shopify app

New

Refund Insights

Automated surveys to learn why customers return products

Rating on Shopify
No ratings yet
Reviews
0
Developer
Operator Labs
Launched
May 18, 2026
Pricing
Free
Languages
English

View on the Shopify App Store

The facts

Every value below is read from the listing or computed by the published formula. Nothing is a verdict.

Rank in Returns and exchanges

#187 of 260

See the ranked table

Bayesian rating

n/a

category median 4.63

Reviews in the last 180 days

n/a

no dated reviews collected

1 and 2 star share

n/a

no rating distribution

Starting price

Free plan

band: Free

Features Shopify lists for this app

Feature handles from the listing, grouped as Shopify groups them.

Return options

  • Automated refunds

Data access

As disclosed on the listing. Never scored.

View customer data

Sensitive data, device and activity data

  • Sensitive data: Email address
  • Device and activity data: Geolocation, IP address, browser and operating system

View staff and contributor data

Store owner

  • Store owner: Name, email address, phone number, physical address

View store data

Customers, products, orders

  • View customers: Customer data
  • View products: Products, collections
  • View orders: All order history for the last 60 days

Developer

Operator Labs

Apps in the dataset:
2
Address:
3219 Overland Ave APT 6200, Los Angeles, CA, 90034, US
Website:
not stated
Support email domain:
gmail.com
English support:
yes
Resources:
Privacy policy

Similar apps

Shopify's own similar-apps list first, then apps in the same category that share the most feature handles.

From the Shopify listingDeveloper claims, shown verbatim and collapsed. 81 words.Show
  • 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

Automated refund surveys and analytics to reduce your return rate

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.

Questions and comments

Questions people ask about Refund Insights, answered from what this page shows. Entries marked Site editor are written by the EcomAppReviews editor. Reader comments appear after a person has read and approved them, usually within a day. E-mail addresses are never published.

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Last updated Oct 20, 2026. Ratings and review counts are the values shown on each app's public listing. How the numbers are computed: methodology.

0 reviews counted on the listing. Rating and count in the structured data are the values Shopify displayed when the listing was last refreshed.