Apple App Store Reviews & Ratings Scraper

Extract customer reviews, star ratings (1–5), helpfulness votes (voteSum / voteCount), version numbers (reviewedVersion), and full iOS / Mac App Store metadata across 150+ country storefronts — with zero API keys and zero proxies required.

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Key Features

• Flexible Input (URLs, App IDs, Bundle IDs, or Search Terms):
  • Pass full App Store URLs (https://apps.apple.com/us/app/notion-notes-tasks-ai/id1232780281), numeric App IDs (1232780281), reverse-DNS Bundle IDs (com.facebook.Facebook), or plain App Names (Notion).
• Multi-Country Storefront Support:
  • Collect localized reviews across any ISO-2 country code (us, gb, ca, au, de, fr, jp, kr, vn, br, etc.) in a single run.
• Most Recent + Most Helpful Deduplication (sortBy: "both"):
  • Combine both Apple RSS sort feeds (mostrecent and mosthelpful) with automatic reviewId deduplication to maximize review coverage per country.
• Rich App Intelligence Metadata on Every Review:
  • Automatically resolves appName, bundleId, developerName, appRatingAverage, appRatingCount, currentAppVersion, primaryGenre, appPrice, and appIconUrl via the iTunes Lookup API.
• Smart Rating, Version & Keyword Filters:
  • Filter by minRating and maxRating (e.g., set maxRating: 2 to extract only 1-star and 2-star negative reviews for competitor weakness analysis), appVersionFilter, or searchKeyword.

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Input Parameters

Parameter	Type	Default	Description
apps	string[]	["https://apps.apple.com/us/app/notion-notes-tasks-ai/id1232780281"]	App Store URLs, numeric App IDs, Bundle IDs, or App Names.
countries	string[]	["us"]	Two-letter ISO country codes for App Store storefronts.
maxReviewsPerApp	integer	100	Maximum reviews to extract per app & country (0 = maximum available).
sortBy	string	"mostrecent"	"mostrecent", "mosthelpful", or "both" (deduplicated).
minRating	integer	1	Minimum star rating (1 to 5).
maxRating	integer	5	Maximum star rating (1 to 5).
searchKeyword	string	""	Optional keyword filter matching review title or body text.
appVersionFilter	string	""	Optional exact app version filter (e.g. "585.0.0").

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Output Example

{
  "reviewId": "14735141177",
  "appId": 1232780281,
  "appName": "Notion: Notes, Tasks, AI",
  "bundleId": "notion.id",
  "developerName": "Notion Labs, Incorporated",
  "country": "US",
  "rating": 5,
  "title": "Best workspace app",
  "text": "I use Notion every day for project tracking and documentation...",
  "authorName": "alex_builder",
  "authorUrl": "https://itunes.apple.com/us/reviews/id...",
  "reviewedVersion": "2.45.0",
  "voteSum": 3,
  "voteCount": 3,
  "updatedAt": "2026-10-31T13:44:15-07:00",
  "appStoreUrl": "https://apps.apple.com/us/app/notion-notes-tasks-ai/id1232780281",
  "appRatingAverage": 4.82,
  "appRatingCount": 185420,
  "currentAppVersion": "2.45.0",
  "primaryGenre": "Productivity"
}