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Refund Insights Shopify App: Pricing, Features & First-Adopter Watch

By Operator LabsReturns and exchangesLaunched May 18, 2026

Key signals for Refund Insights

Refund Insights launched on May 18, 2026. Shoplist is watching for its first storefront installs and tracking pricing in the meantime. Checked .

Sonar hasn’t detected Refund Insights on a store yet. Watching since its May 18, 2026 launch.

Free
Pricing

Data checked How Shoplist knows

Refund Insights on the Shopify App Store

Shoplist reads Refund Insights’s App Store listing every day: where it ranks, what merchants say, what it charges and every edit it ships.

Where Shopify ranks Refund Insights

Shoplist reads Shopify’s full category listings every day, so a climb or a slip shows up the day it happens.

Sep 3, 2026: #194 in Returns and exchangesSep 4, 2026: #196 in Returns and exchangesSep 5, 2026: #195 in Returns and exchangesSep 6, 2026: #196 in Returns and exchangesSep 7, 2026: #196 in Returns and exchangesSep 8, 2026: #197 in Returns and exchangesSep 9, 2026: #197 in Returns and exchangesSep 10, 2026: #196 in Returns and exchangesSep 11, 2026: #198 in Returns and exchangesSep 12, 2026: #198 in Returns and exchangesSep 13, 2026: #200 in Returns and exchangesSep 14, 2026: #200 in Returns and exchangesSep 15, 2026: #200 in Returns and exchangesSep 17, 2026: #201 in Returns and exchangesSep 19, 2026: #202 in Returns and exchangesSep 20, 2026: #202 in Returns and exchangesSep 21, 2026: #202 in Returns and exchangesSep 22, 2026: #202 in Returns and exchangesSep 23, 2026: #202 in Returns and exchangesSep 24, 2026: #202 in Returns and exchangesSep 25, 2026: #208 in Returns and exchangesSep 26, 2026: #212 in Returns and exchangesSep 27, 2026: #214 in Returns and exchangesSep 28, 2026: #213 in Returns and exchangesSep 29, 2026: #213 in Returns and exchangesSep 30, 2026: #213 in Returns and exchangesOct 1, 2026: #213 in Returns and exchangesOct 2, 2026: #218 in Returns and exchangesOct 3, 2026: #221 in Returns and exchangesOct 4, 2026: #222 in Returns and exchangesOct 5, 2026: #222 in Returns and exchangesOct 6, 2026: #224 in Returns and exchangesOct 7, 2026: #224 in Returns and exchangesOct 8, 2026: #227 in Returns and exchangesOct 9, 2026: #228 in Returns and exchangesOct 10, 2026: #229 in Returns and exchangesOct 11, 2026: #231 in Returns and exchangesOct 12, 2026: #231 in Returns and exchangesOct 13, 2026: #233 in Returns and exchangesOct 14, 2026: #232 in Returns and exchangesOct 15, 2026: #233 in Returns and exchangesOct 16, 2026: #233 in Returns and exchangesOct 17, 2026: #233 in Returns and exchangesOct 18, 2026: #233 in Returns and exchangesOct 19, 2026: #233 in Returns and exchangesOct 20, 2026: #234 in Returns and exchangesOct 21, 2026: #235 in Returns and exchangesOct 22, 2026: #237 in Returns and exchangesOct 23, 2026: #241 in Returns and exchangesOct 24, 2026: #247 in Returns and exchangesOct 25, 2026: #249 in Returns and exchangesOct 31, 2026: #254 in Returns and exchangesNov 1, 2026: #255 in Returns and exchangesNov 2, 2026: #256 in Returns and exchangesNov 4, 2026: #233 in Returns and exchanges
Returns and exchanges#233 of 27939 places down since Sep 3, 2026
Refund Insights: daily Shopify App Store category position
DayReturns and exchanges
Sep 3, 2026#194
Sep 4, 2026#196
Sep 5, 2026#195
Sep 6, 2026#196
Sep 7, 2026#196
Sep 8, 2026#197
Sep 9, 2026#197
Sep 10, 2026#196
Sep 11, 2026#198
Sep 12, 2026#198
Sep 13, 2026#200
Sep 14, 2026#200
Sep 15, 2026#200
Sep 17, 2026#201
Sep 19, 2026#202
Sep 20, 2026#202
Sep 21, 2026#202
Sep 22, 2026#202
Sep 23, 2026#202
Sep 24, 2026#202
Sep 25, 2026#208
Sep 26, 2026#212
Sep 27, 2026#214
Sep 28, 2026#213
Sep 29, 2026#213
Sep 30, 2026#213
Oct 1, 2026#213
Oct 2, 2026#218
Oct 3, 2026#221
Oct 4, 2026#222
Oct 5, 2026#222
Oct 6, 2026#224
Oct 7, 2026#224
Oct 8, 2026#227
Oct 9, 2026#228
Oct 10, 2026#229
Oct 11, 2026#231
Oct 12, 2026#231
Oct 13, 2026#233
Oct 14, 2026#232
Oct 15, 2026#233
Oct 16, 2026#233
Oct 17, 2026#233
Oct 18, 2026#233
Oct 19, 2026#233
Oct 20, 2026#234
Oct 21, 2026#235
Oct 22, 2026#237
Oct 23, 2026#241
Oct 24, 2026#247
Oct 25, 2026#249
Oct 31, 2026#254
Nov 1, 2026#255
Nov 2, 2026#256
Nov 4, 2026#233

What Refund Insights charges

Free. Every plan on its listing, and every price change Shoplist has caught, so you can see exactly how it packages and prices.

How Refund Insights sells itself on the App Store

The pitch, integrations and features merchants see before they install: the positioning a competitor is betting on.

“Automated refund surveys and analytics to reduce your return rate”

What it does

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,… Read the full description

Features it lists

Return options
Automated refunds

Screenshots

  • Top refunded products bar chart with #1 most returned item
  • Refund Insights dashboard with top products and reasons chart
  • Per-product refund reasons donut chart for a snowboard
  • Email Settings panel for customizing the survey email
  • Flow from store refund to email to survey response to dashboard
  • Customer refund survey with reason buttons and comment box

Refund Insights listing facts

Developer
Operator Labs
Launched
May 18, 2026
Shopify rank
#233 in Returns and exchanges
Languages
English
View on the Shopify App Store

Is this your app? Claim it free to see who is installing and leaving it.

Shopify stores using Refund Insights

Shoplist is watching Shopify storefronts for the first public install of Refund Insights.

How Refund Insights’s install base is moving

Shoplist re-crawls the same storefronts, so every store that adds Refund Insights, comes back to it or removes it shows up here. The store count also grows when Shoplist finds stores already running it; the breakdown keeps those apart from real installs.

Stores, last 28 days

0

0 now · 0 28 days earlier

Reach

0%

of the stores Shoplist tracks

Big-brand share

Not enough data: fewer than 150 of its stores have a known size

Where Refund Insights’s store count change came from

Real installs and removalsEstimated0 added · 0 came back · 0 removed
0

Stores adding and removing Refund Insights, by week

Week of Aug 31, 2026 · 0 added or came back · 0 removed · net 0 · estimatedWeek of Sep 7, 2026 · 0 added or came back · 0 removed · net 0 · estimatedWeek of Sep 14, 2026 · 0 added or came back · 0 removed · net 0 · estimatedWeek of Sep 21, 2026 · 0 added or came back · 0 removed · net 0 · estimatedWeek of Sep 28, 2026 · 0 added or came back · 0 removed · net 0 · estimatedWeek of Oct 5, 2026 · 0 added or came back · 0 removed · net 0 · estimatedWeek of Oct 12, 2026 · 0 added or came back · 0 removed · net 0 · estimatedWeek of Oct 19, 2026 · 0 added or came back · 0 removed · net 0 · estimatedWeek of Oct 26, 2026 · 0 added or came back · 0 removed · net 0 · estimated
Stores that added it or came backStores that removed itEstimated weeks
Week ofAdded or backRemovedNetNotes
Aug 31, 2026000Estimated
Sep 7, 2026000Estimated
Sep 14, 2026000Estimated
Sep 21, 2026000Estimated
Sep 28, 2026000Estimated
Oct 5, 2026000Estimated
Oct 12, 2026000Estimated
Oct 19, 2026000Estimated
Oct 26, 2026000Estimated

Compare Refund Insights

The apps in its App Store category, with the stores Shoplist detects on each and their listing ratings.

Alternatives to Refund Insights

Apps merchants weigh against Refund Insights, with their own detected stores and ratings.

Follow the apps you compete with and decide which changes deserve action. See the competitor-monitoring workflow.

Seen on the storefront, not guessed

If Shoplist shows Refund Insights on a store, it’s there. Every count on this page traces to code found on a live storefront, re-checked on every crawl.

  1. Code-level

    detection on every store

    Found in the storefront’s own code

    Shoplist matches the scripts, app blocks and pixels Refund Insights loads on each live storefront. No surveys, no developer-reported numbers, no model guessing installs from review counts.

  2. last checked

    Re-checked, so the count stays current

    Shoplist keeps crawling the same storefronts. A store that uninstalls Refund Insights leaves the count on the next crawl, so you read today’s install base, not a high-water mark.

  3. Daily

    App Store listing reads

    The App Store, read every day

    Rank, reviews, pricing and every listing edit are captured daily, so a price change or a ranking slip shows up here the day it ships.

Two public sources, labelled on every section. Store data last checked .

Read the full methodology

Questions about Refund Insights

Straight answers from the same data as the rest of this page. The full store list answers the rest.

Alert me on first detections

Has Shoplist detected stores using Refund Insights yet?

Shoplist has not yet found reliable public storefront evidence for Refund Insights. The page tracks first merchant evidence as it appears.

What does first-adopter watch mean?

It means Shoplist is monitoring launch context, first storefront-detectable merchant evidence, and pricing.

Can I get alerts when stores start using Refund Insights?

Yes. Create a watchlist to get alerted when Shoplist finds public merchant evidence for Refund Insights.

Keep watching Refund Insights.

Get alerted on first storefront installs, review spikes, pricing changes, and listing edits.