One-click collection
Open any Shopify App Store page, click once, and the extension pulls every visible review — ratings, dates, merchant info, and developer replies.
Chrome Extension · v0.1.6
Turn Shopify app reviews
Turn Shopify app reviews
into product gold.
Collect, export, and analyze Shopify App Store reviews without building a scraper. Let AI surface the pain points your competitors are missing.
No sign-up · Runs in your browser · Works on any Shopify App Store page
Features
Everything you need to mine reviews.
No scraper infrastructure. No backend. No data leaving your browser unless you say so.
CSV + Excel export
Export clean, structured spreadsheets with UTF-8 BOM and Excel-friendly escaping. Pain tags are pre-classified so you can filter immediately.
AI opportunity reports
Send collected reviews to your own OpenAI-compatible endpoint and get a structured report — pain points, feature requests, and MVP opportunities.
Privacy by design
No backend server. No database. Reviews and API keys live in Chrome local storage. Data leaves your device only when you click Generate AI Report.
How it works
Three steps from page to insight.
01
Open a Shopify App Store page
Navigate to any app on apps.shopify.com. The extension detects the page automatically.
02
Collect reviews with one click
Click the extension icon, hit Collect Reviews. The side panel grabs every visible review and auto-loads more.
03
Export or generate an AI report
Download CSV/XLSX immediately, or send reviews to your AI endpoint for a structured opportunity analysis.
Privacy first
Your data stays on your machine.
Shopify App Review Miner runs entirely in your browser. No backend server, no database, no tracking. Reviews, API keys, and reports are stored in Chrome local storage — and review data is sent to an AI API only when you explicitly click Generate AI Report.
- No backend server operated by the developer
- API keys stored only in Chrome local storage
- Content script runs only on apps.shopify.com
- AI API calls happen only on explicit user action
FAQ
Frequently asked questions.
How do I export Shopify App Store reviews to CSV?
Install the extension from the Chrome Web Store, navigate to any app page on apps.shopify.com, click the extension icon, hit Collect Reviews, then click Export CSV or Export Excel. The file downloads immediately with all reviews, ratings, dates, and merchant info.
Is Shopify App Review Miner free?
Yes, completely free. No sign-up, no subscription, no hidden costs. The extension runs entirely in your browser — there's no backend server to pay for.
Does it store my data on a server?
No. All collected reviews, API keys, and reports stay in Chrome local storage on your device. Review data is sent to an AI API only when you explicitly click Generate AI Report.
Can I use my own AI API?
Yes. Configure any OpenAI-compatible endpoint in the extension's Settings page. You can set a custom base URL, API key, and model name. The default is OpenAI, but any compatible provider works.
Does it work on all Shopify App Store pages?
Yes. It works on any app listing page on apps.shopify.com. The extension detects the page automatically and collects all visible reviews, including developer replies.
How many reviews can I collect?
The extension auto-loads reviews across multiple pages, collecting every visible review on the app listing. There's no artificial limit — it grabs everything available on the page.
Ready to mine your
competitor's reviews?
Install the extension, open a Shopify App Store page, and start turning merchant feedback into your next product decision.