Chrome Extension

Shopify App Review Miner

Collect visible Shopify App Store reviews, export them to CSV or Excel, and generate AI-assisted opportunity reports from merchant feedback.

Add to Chrome — Free Read Privacy Policy

What it does

Shopify App Review Miner helps Shopify app developers, indie hackers, and ecommerce operators inspect public review feedback without building a custom scraper. The extension runs in the browser side panel and works only on Shopify App Store pages.

Users can collect reviews visible on the current app page, export review data, apply local pain-tag classification, and optionally generate a structured AI report using an API endpoint configured by the user.

Privacy-first behavior

No backend server is operated for this extension.
Collected reviews and generated reports stay in Chrome local storage.
API keys are stored locally and used only for the configured AI API endpoint.
Review data is sent to an AI API only when the user clicks Generate AI Report.

Chrome Web Store reviewers should use the direct privacy policy URL: /privacy/shopify-app-review-miner/.