Google Play Reviews Scraper — User Reviews, Ratings & Replies, No API Key

Scrape user reviews for any Google Play app and get back clean, structured JSON — author, star rating, review text, date, thumbs-up count, app version and the developer's reply. Sort by newest, highest rating or most helpful, and collect up to tens of thousands of reviews per app with automatic pagination. It uses Google Play's own public review endpoint over fast, plain HTTP. No account, no API key. Ideal for product teams, app market researchers and anyone doing sentiment or feedback analysis.

Features

• 📱 Any app, by ID or URL — pass appIds as package names like com.spotify.music or full Play Store URLs.
• 🔢 Deep pagination — collect up to maxReviewsPerApp (up to 20,000) per app, fetched page by page automatically.
• 🔀 Flexible sorting — sort by newest, rating (highest) or helpfulness (most helpful).
• ⭐ Star rating + text — every record has the numeric rating and full review text.
• 💬 Developer replies — captures replyText and replyDate when the developer responded.
• 🌍 Localized — set country and language to target reviews from a specific store locale.
• 👍 Engagement signals — thumbsUp count and appVersion for filtering and trend analysis.

What you get

Every review becomes one clean JSON record:

{
  "appId": "com.spotify.music",
  "reviewId": "gp:AOqpTO...xyz",
  "author": "Jamie R.",
  "avatar": "https://play-lh.googleusercontent.com/a/avatar.png",
  "rating": 5,
  "text": "Love the new UI, playlists sync instantly across devices.",
  "date": "2026-07-20T14:32:00.000Z",
  "thumbsUp": 42,
  "appVersion": "8.9.12.590",
  "replyText": "Thanks for the kind words! Glad you're enjoying it.",
  "replyDate": "2026-07-21T09:10:00.000Z"
}

Input

{
  "appIds": ["com.spotify.music", "https://play.google.com/store/apps/details?id=com.instagram.android"],
  "maxReviewsPerApp": 100,
  "sort": "newest",
  "country": "us",
  "language": "en"
}

Field	Description
appIds	App package names (e.g. com.spotify.music) or full Play Store URLs. Each app's reviews are scraped.
maxReviewsPerApp	Maximum reviews to collect per app (1–20,000).
sort	Review ordering: newest, rating (highest) or helpfulness (most helpful).
country	Two-letter country code (Google Play gl parameter).
language	Two-letter language code (Google Play hl parameter).

Use cases

• Run sentiment analysis on thousands of reviews for your app or a competitor's.
• Track how ratings and complaints shift after a new app version ships.
• Mine feature requests and bug reports from the newest reviews.
• Measure developer responsiveness by pairing reviews with reply data.

Pricing

Pay-per-event: you're billed a small amount per run and per item scraped — you only pay for what you get. See the Pricing tab for current rates.

FAQ

Do I need a Google account or API key? No. The Actor reads Google Play's own public review endpoint over plain HTTP, so there's no account and no API key to set up.

How many reviews can I get per app? Set maxReviewsPerApp up to 20,000 per app, collected page by page with automatic pagination.

Can I download the app or its media? No. This Actor collects review data only — author, star rating, review text, date, thumbs-up count, app version and developer replies. It does not download apps or media.

What's the output format? Every review becomes one clean JSON record. Export the dataset as JSON, CSV or Excel.

Can I search or target reviews by app, sort order or locale? Yes. Pass package names like com.spotify.music or full Play Store URLs in appIds, choose sort (newest, rating or helpfulness), and set country and language for a specific store locale.

Related Actors

Working with app store data? Pair this with our other reviews and entertainment scrapers:

• Steam Games Scraper — game prices, genres, platforms and Metacritic scores.
• YouTube Scraper — video metadata, transcripts, comments and channel profiles.
• Spotify Scraper — tracks, artists, albums and playlists with no login or API key.

Notes

This Actor reads Google Play's public review data endpoint. It is an independent tool and is not affiliated with, endorsed by, or sponsored by Google; "Google Play" is a trademark of Google LLC.