Shopify App Reviews Exporter users statistics

Extract reviews from Shopify App Store listings and export to CSV, XLSX, or JSON.

Export Shopify App Store reviews to CSV or Excel with one click. Extract star ratings, review dates, merchant names, merchant locations, review titles, full review text, developer replies, time spent using the app, and helpful votes - ready for analysis in Excel, Google Sheets, or any research tool.

Built for Shopify app developers, SaaS founders, Shopify Partners, and agencies who need structured review data from the Shopify App Store without manual copy-pasting.

HOW IT WORKS

1. Go to any app page on apps.shopify.com
2. Open the Reviews tab
3. Click the extension icon and hit Extract
4. Export your file - CSV or Excel (.xlsx)

The extension handles "Load More" pagination automatically and respects any filters you set on the page. Want only 1-star reviews? Filter on Shopify first, then extract - you get exactly the subset you need.

DATA FIELDS INCLUDED IN EVERY EXPORT

• Star rating (1-5)
• Review date
• Merchant name
• Merchant location (country)
• Review title
• Full review text
• Developer reply (if available)
• Time spent using the app (if displayed)
• Helpful vote count

The merchant location field is especially valuable for identifying which geographic markets your competitors serve - and where they have the weakest satisfaction scores.

USE CASES

• Validate app ideas before building: Export reviews from established apps in your target category to see what merchants complain about most, then build the solution they are asking for
• Competitor feature gap analysis: Open your export in Excel and search for keywords like "missing," "wish," or "please add" to find the features merchants request repeatedly but no app delivers
• Shopify app store keyword research: Find the exact words merchants use to describe their problems, then use those phrases in your own app listing to rank higher in Shopify App Store search
• Lead generation for agencies: Merchant names and locations from review exports give you a list of active Shopify store owners who use apps in your niche - useful for targeted outreach
• Monitor your own app reputation: Export your reviews weekly to track rating trends, catch recurring support complaints early, and measure the impact of updates on merchant satisfaction
• Developer response benchmarking: See how competing developers handle negative reviews - response time, tone, and resolution patterns - to improve your own support strategy

AI-POWERED ANALYSIS (OPTIONAL) Upload your exported file to our AI dashboard at reviewsextractor.com to automatically detect:

• Recurring merchant pain points and complaint clusters
• Feature requests ranked by frequency
• Sentiment trends across app versions and time periods
• Competitive gaps where merchants are underserved

PRIVACY AND SECURITY

• Runs 100% locally in your browser - no data is sent to any server during extraction
• No account or login required to start exporting
• All exported files save directly to your device
• No tracking or analytics collected from your browsing

Part of the Reviews Extractor suite at reviewsextractor.com. Free to try. No credit card required.