Shopify App Store Scraper: Apps, Pricing Plans, Reviews & Category Rankings

Extract structured data from the Shopify App Store: app details, every pricing plan and its features, ratings and rating distribution, merchant reviews, developer info, launch date, languages, integrations, and category rankings. Turn on Monitor mode to get alerts when a competitor changes pricing, gains reviews, or earns or loses the Built for Shopify badge.

Made for Shopify app developers, agencies, investors and SaaS marketers doing competitor research, review mining and market sizing.

What you get

• Apps: name, tagline, description, rating, review count, 1–5 star distribution, pricing summary, plans (name, price, monthly USD, extra charges, features), developer name/URL/location, Built for Shopify, launch date, languages, "works with" integrations, categories, icon.
• Reviews: stars, date, full text, store name, store country, time using the app, developer reply and reply date.
• Category ranks: position in each category (sponsored ads flagged and not counted), rating, review count, pricing hint.
• Changes (monitor mode): field-level before/after for rating, review count, pricing plans, name, categories and the BFS badge.

Input example

{
  "apps": ["klaviyo-email-marketing", "https://apps.shopify.com/judgeme"],
  "categoryUrls": ["https://apps.shopify.com/categories/marketing-and-conversion-marketing-email-marketing"],
  "maxPagesPerCategory": 2,
  "includeAppDetails": true,
  "includeReviews": true,
  "maxReviewsPerApp": 50,
  "monitorMode": true
}

Output examples

App

{
  "recordType": "app",
  "handle": "judgeme",
  "name": "Judge.me Product Reviews App",
  "rating": 5,
  "reviewCount": 48351,
  "ratingDistribution": { "1": 155, "2": 36, "3": 73, "4": 803, "5": 47284 },
  "pricingSummary": "Free plan available. Free trial available.",
  "plans": [
    { "name": "Forever Free", "priceLabel": "Free", "monthlyPriceUsd": 0, "features": ["Unlimited product and store reviews"] },
    { "name": "Awesome", "priceLabel": "$15/month", "monthlyPriceUsd": 15, "features": ["AI (replies, summary, translations)"] }
  ],
  "developerName": "Judge.me",
  "developerLocation": "United States",
  "builtForShopify": true,
  "launchedDate": "June 25, 2015",
  "categories": ["marketing-and-conversion-social-trust-product-reviews"],
  "changes": [{ "field": "plans", "before": ["Forever Free|Free|null"], "after": ["Forever Free|Free|null", "Awesome|$15/month|null"] }]
}

Review

{ "recordType": "review", "appHandle": "judgeme", "reviewId": "2391772", "rating": 5, "date": "October 11, 2026", "text": "…", "storeName": "dentalyol", "storeCountry": "Türkiye", "usageDuration": "3 days using the app", "developerReply": null }

Category listing

{ "recordType": "categoryListing", "category": "marketing-and-conversion-marketing-email-marketing", "rank": 3, "sponsored": false, "name": "Grid & Pixel Email‑SMS‑Popups", "rating": 4.7, "reviewCount": 192, "pricingHint": "Free plan available", "builtForShopify": true }

Tips

• Schedule daily with monitor mode on, and use a separate stateStoreName per competitor set.
• Some reviews are star-only, so text is null.
• Keep concurrency low (default 3) to stay polite.

Pricing

Pay per event: per app record, per review, per category listing and per detected change (see the Pricing tab).

Legal

Collects only publicly visible App Store pages, without logging in. Review author fields are merchant store names (businesses). Not affiliated with Shopify.

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