How to Export Shopify App Store Reviews to CSV/Excel (2025 Guide)
Whether you are an app developer tracking merchant sentiment or a market researcher studying the Shopify ecosystem, exporting Shopify App Store reviews to CSV or Excel gives you the structured data you need for real analysis.
The Shopify App Store has over 8,000 apps with verified merchant reviews. For app developers, those reviews are a goldmine of product feedback, support signals, and churn indicators. For e-commerce researchers, they reveal which tools merchants trust most — and why.
TL;DR: Install the Shopify App Reviews Exporter Chrome extension, open any Shopify App Store listing, and click Export.
Ready to export Shopify App Store reviews now?
Get the Shopify App Reviews Exporter Chrome Extension →Step 1: Install the Chrome Extension
Open the Chrome Web Store and search for "Shopify App Reviews Exporter", or use the direct link below. Click Add to Chrome and confirm in the popup.
Pin the extension icon to your toolbar for quick access when you are browsing app listings.
Step 2: Navigate to a Shopify App Store Listing
Go to apps.shopify.com and open any app listing — for example a popular email marketing, inventory, or upsell app. Scroll down to the reviews section where merchant feedback is displayed.
You can sort reviews by most recent or most helpful before exporting to ensure your dataset reflects the order that matters for your analysis.
Step 3: Export Your Reviews
Click the Reviews Exporter icon in your Chrome toolbar. The panel detects the current app listing and displays how many reviews are available.
- • Choose CSV or Excel (.xlsx) as your output format
- • Optionally set a maximum number of reviews to export
- • Click Start Export
Your file — named shopify_app_reviews_<app>_<date>.csv — downloads automatically to your default downloads folder.
What Data Gets Exported
| Field | Description | Example |
|---|---|---|
| rating | Star rating (1–5) | 5 |
| date | Review publication date | 2024-10-22 |
| store_name | Reviewer's store name | Cozy Candle Co. |
| review_text | Full review body | Doubled our recovery emails in week one… |
| developer_reply | Developer's reply (when present) | Thanks so much! Glad to hear it… |
| app_name | Name of the Shopify app | Klaviyo Email Marketing |
| app_url | URL of the app listing | apps.shopify.com/klaviyo |
Popular Use Cases
App Developer Feedback Loop
Export your own app's reviews weekly. Track new complaints and praise, feed them into your product backlog, and measure sentiment improvement after releases.
Competitor App Analysis
Export reviews of competing apps to identify their weaknesses. Use review text to spot missing features you can build to win merchants over.
E-Commerce Market Research
Research which types of apps Shopify merchants rate highest and lowest across different categories like shipping, upsell, loyalty, and email.
Developer Reply Monitoring
Include developer replies in your export to track response rate, response time patterns, and the quality of support communication across apps.
FAQ
Does the extension capture developer replies?
Yes. When a developer has replied to a review, that reply is captured in a dedicateddeveloper_reply column in your export.
Can I export reviews for any app on the Shopify App Store?
Yes — the extension works on any publicly visible Shopify App Store listing page that has user reviews, including both free and paid apps.
How often should I re-export my app's reviews?
For active apps, a weekly export lets you catch new feedback quickly. For competitive research, monthly snapshots are usually sufficient to detect trends.
Export Shopify App Store reviews in seconds
One-click export. No coding. Instant CSV or Excel download.
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