App Reviews Scraper — Google Play & App Store in one run

Scrape app reviews from Google Play and the Apple App Store at the same time — no login, no API key, no developer account. Paste Play links, package names or App Store links in one list and get every review in one unified format: star rating, title, review text, author, date, app version, helpful votes and the developer's reply. Filter by stars and date, scrape several countries at once, and get a ready-made per-app rating summary with every run.

Pay only for what you get: $0.30 per 1,000 reviews, both stores. No monthly rental, no start fees.

Why this scraper?

• 📱 Both stores, one run, one schema — no need to run two different scrapers and merge two different column layouts. A Play review and an App Store review have exactly the same fields, with a store column to tell them apart.
• ⭐ Star filters — get only 1–2 star complaints, or only 5-star praise. On Google Play the filter is applied on Google's side, so you don't pay for (or wait on) reviews you don't want.
• 📅 Only new reviews — set Reviews from date and the scraper stops as soon as it reaches older reviews. Perfect for a daily or weekly schedule.
• 🌍 Multi-country — App Store reviews are different in every country storefront. Add us, gb, de, in… and each one is scraped.
• 📊 Summary included — reviews scraped, average rating of the scraped reviews, a 1–5 star histogram and the official store rating & ratings count for every app, saved as SUMMARY in the run's key-value store (free).

What can you do with it?

• 🔍 Competitor research — compare what users love and hate about your app and your competitors' apps on both platforms.
• 🐞 Bug and churn monitoring — schedule a daily run with Newest first, 1–2 stars and a date filter to catch crashes and complaints right after a release (appVersion tells you which build).
• 🤖 Sentiment analysis & AI pipelines — feed clean review text into your LLM, BI tool or spreadsheet to find feature requests and pain points.
• 💬 Customer support — see which Play reviews already have a developer reply (replyText, replyDate) and which still need one.
• 📈 Market and academic research — collect thousands of public reviews across apps, stores and countries in a single dataset.

How to use

1. Add apps in any mix:
   • Google Play: com.spotify.music or https://play.google.com/store/apps/details?id=com.spotify.music
   • App Store: https://apps.apple.com/us/app/spotify-music-and-podcasts/id324684580, ios:324684580 or 324684580
2. Choose how many reviews per app, the sort order, countries, and optional star / date filters.
3. Click Start. Download the results as JSON, CSV, Excel or HTML, or connect them to Make, Zapier, n8n, Google Sheets or your API.

Input example

{
  "apps": [
    "com.spotify.music",
    "https://apps.apple.com/us/app/spotify-music-and-podcasts/id324684580"
  ],
  "maxReviewsPerApp": 300,
  "sortBy": "newest",
  "countries": ["us", "gb"],
  "language": "en",
  "minRating": 1,
  "maxRating": 2,
  "dateFrom": "2026-09-01"
}

Output example

A Google Play review:

{
  "store": "google_play",
  "appId": "com.spotify.music",
  "appName": "Spotify: Music and Podcasts",
  "developer": "Spotify AB",
  "country": "us",
  "language": "en",
  "reviewId": "9d28854a-697f-4c24-bee2-e9d0cc93e781",
  "rating": 2,
  "title": null,
  "text": "OCTOBER 2026 UPDATE MY DOWNLOADS JUST KEEP PENDING. SAYS A HAVE 70 DOWNLOADS PENDING AND I DONT. IVE CLEARED CACHE, UNINSTALLED, REINSTALLED…",
  "author": "Steve.",
  "authorImageUrl": "https://play-lh.googleusercontent.com/a-/ALV-UjX1zmaB80ls1jsGOQGXPwnpWor66lZKzO_6FUvUt37Dp4VEzGQq",
  "authorUrl": null,
  "date": "2026-10-08T15:54:32+00:00",
  "appVersion": null,
  "thumbsUpCount": 0,
  "voteCount": null,
  "replyText": "Hi. Thanks for sharing your experience. We suggest clean reinstalling the app as it's a step above basic reinstall and fixes many common issues…",
  "replyDate": "2026-10-08T16:18:12+00:00",
  "url": "https://play.google.com/store/apps/details?id=com.spotify.music&hl=en&gl=us",
  "scrapedAt": "2026-10-09T16:25:13+00:00"
}

An App Store review has exactly the same fields:

{
  "store": "app_store",
  "appId": "324684580",
  "appName": "Spotify: Music and Podcasts",
  "developer": "Spotify",
  "country": "gb",
  "language": null,
  "reviewId": "14639676181",
  "rating": 1,
  "title": "Complex to make playlist of albums",
  "text": "Gives suggestions for similar songs. I want the exact album not similar songs from other artists.",
  "author": "Sanj2495",
  "authorImageUrl": null,
  "authorUrl": "https://itunes.apple.com/gb/reviews/id129708873",
  "date": "2026-10-07T21:32:37+00:00",
  "appVersion": "9.1.88",
  "thumbsUpCount": 0,
  "voteCount": 0,
  "replyText": null,
  "replyDate": null,
  "url": "https://apps.apple.com/gb/app/spotify-music-and-podcasts/id324684580",
  "scrapedAt": "2026-10-09T16:17:36+00:00"
}

All fields

Field	Description
store	google_play or app_store
appId, appName, developer, url	The app: package name or numeric App Store id, its name, developer and store page
country, language	Storefront country; language code for Google Play (null for the App Store, which has no language filter)
reviewId	Unique review ID within the store
rating	Stars, integer 1–5
title	Review title (App Store only — Google Play reviews have no title, null)
text	Full review text
author, authorImageUrl, authorUrl	Reviewer name; profile picture (Google Play); reviewer profile link (App Store)
date	When the review was posted or last edited (ISO 8601, UTC)
appVersion	App version the review was written for (if the store shows it)
thumbsUpCount	"Helpful" votes: Google Play thumbs-up / App Store helpful votes
voteCount	App Store only: total helpful + not-helpful votes
replyText, replyDate	The developer's public reply (Google Play)
scrapedAt	When the review was collected (ISO 8601, UTC)

The SUMMARY record

Every run also saves a SUMMARY record to its default key-value store (the Per-app summary link on the run's Output tab). It is not charged.

{
  "totals": { "reviewsScraped": 544, "googlePlayReviews": 300, "appStoreReviews": 244, "appsSkipped": 0, "appsFailed": 0 },
  "apps": [
    {
      "store": "app_store", "appId": "324684580", "appName": "Spotify: Music and Podcasts", "country": "us",
      "reviewsScraped": 109, "avgRatingOfScraped": 1.275,
      "ratingHistogram": { "1": 79, "2": 30, "3": 0, "4": 0, "5": 0 },
      "storeRating": 4.772, "storeRatingsCount": 42474202
    }
  ],
  "skipped": []
}

Google Play entries also include storeReviewsCount and the store's own storeRatingHistogram. App Store entries are per country, because each storefront has its own rating.

Pricing

Pay-per-result: $0.0003 per review ($0.30 per 1,000 reviews), the same price for Google Play and the App Store. Platform usage is included. Reviews removed by your star or date filters are not charged. Cap the cost of any run with Max total charge in the run options — the scraper stops cleanly when the cap is reached and still writes the summary.

FAQ

How many App Store reviews can I get? Apple's public review feed returns at most 10 pages × 50 = about 500 of the most recent (or most helpful) reviews per app per country. That is Apple's limit, not ours. To get more, add more countries: each country storefront has its own ~500 reviews, so ["us", "gb", "ca", "au", "in"] gives up to ~2,500 English-language App Store reviews for a big app. Star filters are applied to those ~500, so a 1–2 star filter returns fewer.

How many Google Play reviews can I get? Many more — Google Play can go deep into an app's history (tens of thousands of reviews per app per language). Set Max reviews per app to 0 for everything, and use Max total charge to stay within budget.

Why is Google Play scraped only once when I add several countries? Google Play groups reviews by language, not by country: the English reviews you see in the US and the UK are practically the same. The scraper uses the first country with your Language and avoids paying twice for duplicates. To get e.g. German Play reviews, set Language to de.

Do I need a login, API key or developer account? No. Only public reviews that anyone can see in the store are collected.

What if an app ID is wrong or the app isn't available in a country? It is skipped with a clear warning in the log and listed under skipped in the summary. The rest of the run continues and you are not charged for it.

Does "Reviews from date" work with "Most relevant"? Yes, as a filter — but because relevance-sorted reviews aren't in date order, the scraper has to read further. For date-based monitoring use Newest first: it stops at the first older review.

Are App Store developer responses included? Apple's public review feed does not include developer responses, so replyText is filled for Google Play reviews only.

Is it legal? It collects only publicly available reviews. You are responsible for using the data in line with Google Play's and Apple's terms and the laws that apply to you, including data-protection rules such as GDPR when you process personal data like reviewer names.

Related tools by DataKiln

• Google Play App & Developer Contacts — apps with developer emails, websites & stats
• YouTube Comments Scraper — comments, replies & likes

Support

Found a bug or need a field that's missing? Open an issue on the Issues tab — we usually reply within 24 hours.