Google Play Store Scraper

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🔎 Google Play Store scraper for apps and reviews

Google Play Store Scraper extracts public app data from Google Play. Search by keyword, scrape app details by package ID or URL, collect public reviews, pull apps from category and developer pages, or export public app permissions and Data Safety disclosures.

Use it for app market research, ASO research, competitor tracking, review analysis, developer portfolio checks, and repeatable Google Play data exports. The Actor returns clean dataset rows with app IDs, source URLs, source rank, localized metadata, ratings, prices, developer details, review text, reviewer info, replies, app versions, and scrape timestamps.

You do not need a Google account, Play Console access, cookies, or a Google API key. Start with the prefilled fitness tracker search to preview the app result shape before adding more keywords, package IDs, or Google Play URLs.

✅ What this Actor does

• Searches Google Play apps from keyword targets.
• Scrapes app details from package IDs or Google Play app URLs.
• Scrapes public Google Play reviews for one or more apps.
• Extracts apps from Google Play category pages.
• Extracts apps from Google Play developer pages from URLs or developer names.
• Extracts public app permissions.
• Extracts public Data Safety disclosures.
• Includes similar app recommendations on full app detail rows when Google Play exposes them.
• Filters public reviews by sort order and optional star rating.
• Supports country and language settings for localized Google Play pages.
• Saves one dataset item per app or review.
• Adds source target, target type, source URL, source rank, country, language, and scrape time.
• Runs without user-provided Google credentials.

The Actor is focused on public Google Play Store data. It does not scrape private Play Console data, closed-testing tracks, APK files, install files, Google Play billing data, or historical review archives beyond what Google Play exposes publicly.

📦 Data you can extract

App rows

App rows can include:

• rowType - app
• target and targetType
• sourceUrl and sourceRank
• appId
• title, summary, and description
• developer and developerUrl
• developerId, developerEmail, developerWebsite, address, and legal contact fields when shown
• score, scoreText, ratings, reviews, and 1-5 star histogram counts
• genre and genreId
• installs, minInstalls, maxInstalls
• price, priceText, currency, free, offersIAP, and IAPRange
• containsAds, adSupported, contentRating, androidVersion, version, released, updatedAt, and recentChanges
• privacyPolicy
• icon, headerImage, video, videoImage, and screenshots
• similarApps with related app IDs, titles, developers, ratings, installs, price text, icons, and source URLs when shown
• country, language, and scrapedAt

When Fetch full app details is turned off for search, category, or developer runs, the Actor emits lightweight discovery rows with app IDs, source rank, source URL, locale, and scrape metadata. Turn full details on when you need app titles, ratings, descriptions, developer data, prices, and media.

Review rows

Review rows can include:

• rowType - review
• target, targetType, sourceUrl, and sourceRank
• appId and reviewId
• reviewerName and reviewerImage
• score and scoreText
• text
• date
• replyText and replyDate
• thumbsUp
• version
• country, language, and scrapedAt

Some fields can be empty when Google Play does not show them for a specific app, market, review, or language.

Permission rows

Permission rows can include:

• rowType - permission
• target, targetType, sourceUrl, and sourceRank
• appId
• permissionType
• permission
• country, language, and scrapedAt

Data Safety rows

Data Safety rows can include:

• rowType - dataSafety
• target, targetType, sourceUrl, and sourceRank
• appId
• section - sharedData, collectedData, or securityPractice
• dataType, data, purpose, and optional
• practice and description
• privacyPolicyUrl
• country, language, and scrapedAt

🚀 Common use cases

• Find Android apps for a keyword such as fitness tracker, budget planner, or photo editor.
• Build market research datasets for app categories and niches.
• Track competitor app ratings, prices, metadata, screenshots, and developer profiles.
• Collect public reviews for product feedback, support triage, sentiment analysis, or feature request research.
• Export developer portfolios from public Google Play developer pages.
• Audit app permissions and Data Safety declarations for privacy, security, or compliance research.
• Schedule repeat Google Play checks and send results to spreadsheets, APIs, webhooks, or integrations.

▶️ How to run it

1. Choose a Scrape mode.
2. Add one or more targets.
3. Set Country and Language for the Google Play market you want.
4. Keep the limits low for a preview run, then raise them when the row shape looks right.
5. Start the Actor and open the dataset.

For a quick first run, use:

{
"mode":"search",
"targets":["fitness tracker"],
"maxAppsPerTarget":14,
"country":"US",
"language":"en",
"includeDetails":false
}

⚙️ Input options

Good target examples:

• Search mode: fitness tracker
• Details mode: com.whatsapp
• Details mode: https://play.google.com/store/apps/details?id=com.spotify.music
• Reviews mode: com.spotify.music
• Category mode: https://play.google.com/store/apps/category/HEALTH_AND_FITNESS
• Developer mode: Google LLC or a public Google Play developer page URL
• Permissions mode: com.google.android.calculator
• Data Safety mode: com.google.android.calculator

🧾 Output examples

App row

{
"rowType":"app",
"target":"fitness tracker",
"targetType":"search",
"sourceUrl":"https://play.google.com/store/search?q=fitness+tracker&c=apps&hl=en&gl=US",
"sourceRank":1,
"appId":"com.google.android.apps.fitness",
"title":"Google Fit: Activity Tracking",
"summary":"Coaching you to a healthier and more active life",
"developer":"Google LLC",
"score":3.8,
"scoreText":"3.8",
"ratings":640000,
"histogram5star":300000,
"installs":"100,000,000+",
"minInstalls":100000000,
"genre":"Health & Fitness",
"developerEmail":"apps-help@google.com",
"privacyPolicy":"http://www.google.com/policies/privacy",
"free":true,
"similarApps":[
{
"appId":"com.example.similar",
"title":"Similar App",
"developer":"Example Developer",
"score":4.6,
"installs":"10,000,000+",
"priceText":"Free",
"sourceUrl":"https://play.google.com/store/apps/details?id=com.example.similar"
}
],
"country":"US",
"language":"en",
"scrapedAt":"2026-05-27T17:43:26.137Z"
}

Permission row

{
"rowType":"permission",
"target":"com.google.android.calculator",
"targetType":"permissions",
"sourceUrl":"https://play.google.com/store/apps/details?id=com.google.android.calculator&hl=en&gl=US",
"sourceRank":1,
"appId":"com.google.android.calculator",
"permissionType":"Other",
"permission":"full network access",
"country":"US",
"language":"en",
"scrapedAt":"2026-06-03T21:57:26.280Z"
}

Data Safety row

{
"rowType":"dataSafety",
"target":"com.google.android.calculator",
"targetType":"dataSafety",
"sourceUrl":"https://play.google.com/store/apps/datasafety?id=com.google.android.calculator&hl=en&gl=US",
"sourceRank":1,
"appId":"com.google.android.calculator",
"section":"collectedData",
"dataType":"App activity",
"data":"App interactions",
"purpose":"Analytics",
"optional":true,
"privacyPolicyUrl":"http://www.google.com/policies/privacy",
"country":"US",
"language":"en",
"scrapedAt":"2026-06-03T21:57:48.968Z"
}

Review row

{
"rowType":"review",
"target":"com.spotify.music",
"targetType":"reviews",
"sourceUrl":"https://play.google.com/store/apps/details?id=com.spotify.music&hl=en&gl=US",
"sourceRank":1,
"appId":"com.spotify.music",
"reviewId":"0438ffff-2666-4508-b69e-d9402e64699d",
"reviewerName":"Prashant Mahour",
"score":1,
"scoreText":"1",
"text":"very high price nad not for poor peoples you are robbers",
"date":"2026-05-26T17:45:16.920Z",
"thumbsUp":0,
"version":"9.1.50.1906",
"country":"US",
"language":"en",
"scrapedAt":"2026-05-27T17:46:33.585Z"
}

💳 Pricing

This Actor uses pay-per-event pricing. You are charged for saved Google Play app/result rows and saved Google Play review rows. There is no separate Actor-start charge in the pricing file.

App/result rows, including app, permission, and Data Safety rows:

Review rows:

Keep first runs small by using one target and low limits. Discovery-only search runs are usually cheaper and faster than search runs with full app details because full details open each discovered app page.

⚠️ Limits and caveats

• Google Play can show different data by country and language.
• Review availability depends on what Google Play exposes publicly for the selected app, market, and language.
• Search, category, and developer discovery can run faster with Fetch full app details turned off.
• Full app details add richer fields but require one extra app page request per discovered app.
• The Actor skips invalid or unavailable targets and saves valid rows from the rest of the run.
• Public Google Play pages can change; if a target suddenly returns fewer fields, open an issue with the target and run settings.

❓ FAQ

Do I need a Google account or API key?

No. The Actor scrapes public Google Play pages and public review data without user-provided Google credentials.

Can it scrape Google Play reviews?

Yes. Use reviews mode with package IDs or Google Play app URLs. The Actor returns one dataset item per public review.

Can it search Google Play by keyword?

Yes. Use search mode and add search terms such as fitness tracker, photo editor, or budget planner.

Why are some app fields empty?

Google Play does not expose every field on every surface. Discovery rows can also be intentionally lightweight when Fetch full app details is turned off.

Can I scrape iOS App Store data too?

Use App Store Ratings Scraper ↗ for rating and metadata checks across Google Play and the Apple App Store.

📝 Changelog

• 0.2: Added similar app recommendations to full app detail rows and improved dataset streaming so rows appear as soon as each item is scraped.
• 0.1: Added app permissions, Data Safety disclosures, review rating filters, richer app metadata, and lower pay-per-event pricing.
• 0.0: Initial release.

🆘 Support

For issues, questions, or feature requests, file a ticket and I'll fix or implement it in less than 24h 🫡

🔗 Other actors

• App Store Ratings Scraper ↗ - Check ratings and metadata for Google Play and Apple App Store apps.
• Google Shopping Ads Scraper ↗ - Extract live paid Shopping ad products from Google Search.
• TikTok Keywords Discovery Tool ↗ - Collect TikTok autocomplete keyword ideas for content and SEO research.
• Pinterest Keyword Scraper ↗ - Export Pinterest autocomplete suggestions from keyword seeds.
• Website URL Crawler ↗ - Build rendered link maps from public websites.

Made with ❤️ by Maxime Dupré