Google Play Reviews Scraper — Android App Reviews, No API Key

Extract Google Play Store reviews + app metadata at scale — no API key, no Google account, no setup. Paste Play Store URLs or package IDs and get clean, structured JSON for every review: full text, star rating, date, app version, thumbs-up count, and the developer's reply. Worldwide, per country + language.

Part of the Godberry Reviews & Local-Data Suite — pair it with the Google Reviews Scraper, Yelp Scraper, and the Google Maps Leads Scraper (local business leads) for full coverage across Google Maps, the web, and the app stores.

What you can do with it

• Sentiment analysis & voice-of-customer — pull thousands of real user reviews and track how sentiment shifts release over release.
• App Store Optimization (ASO) — mine review text + ratings for keywords and the complaints that hurt your rating.
• Competitor research — scrape any competitor app's reviews, by country and language, to see what their users love and hate.
• Support & quality monitoring — watch new reviews and developer replies for an app you own or manage.
• ML / LLM training data — clean, labelled review text (rating = label).

What you get

Per review: full text, star rating (1–5), app version reviewed, ISO date, thumbs-up count, developer reply (+ reply date), reviewer name, review URL, country & language. App context (on every row): app name, developer, average score, total rating count, total review count, genre, install count, current version.

Filter as you scrape: keep only the star ratings you care about (minRating/maxRating — e.g. 1-star only for bug triage) and scrape several countries in one run (countries: [us, gb, de]). You're only charged for reviews actually delivered, so filters cost you nothing extra.

Everything is flat, ready-to-use JSON — export to CSV / Excel / Google Sheets in one click from Apify.

Why this scraper

• No API key, no quota. Google's official Play Developer API only returns reviews for apps you own. This reads any public app's reviews — no key, no OAuth, no waiting.
• Reliable by design. Reads Google Play's own structured data over direct HTTP — no headless browser, no paid unblocker, no Cloudflare-style blocking — with automatic throttling + retries on transient Google hiccups so one blip doesn't fail your run. A wrong package id fails fast with a clear message (not a confusing empty result), and a valid app that simply has no matching reviews finishes cleanly — you're never charged for it.
• Per country + language. Run the same app across markets to compare reviews by storefront.
• Pay only for what you get. $0.20 per 1,000 reviews returned — no subscription, no per-run base fee.

Input

Field	Description
appUrls (required)	Play Store URLs or package IDs (e.g. com.spotify.music) — one per line
country	Storefront country code, default us
countries	Optional list of storefronts to scrape each app across (e.g. us, gb, de) — overrides country
language	Review language, default en
maxReviewsPerApp	Cap per app (default 100, max 5000)
sortBy	newest, rating, or helpfulness
minRating / maxRating	Keep only reviews within a star range (1–5). For low-star, use sortBy: newest + a higher cap

Output (one review)

{
  "appId": "com.spotify.music",
  "appName": "Spotify: Music and Podcasts",
  "appDeveloper": "Spotify AB",
  "appGenre": "Music & Audio",
  "appInstalls": "1,000,000,000+",
  "appReviewCount": 1838385,
  "reviewRating": 5,
  "reviewText": "Best music app — the recommendations are spot on.",
  "reviewAppVersion": "9.1.52.1394",
  "reviewDate": "2026-06-03T04:37:34.266Z",
  "thumbsUp": 12,
  "replyText": "",
  "country": "us",
  "language": "en"
}

Pricing

Pay-per-event: $0.20 per 1,000 reviews ($0.0002 each) — you pay only for the reviews actually returned. No subscription, no per-run base fee.

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Part of the Godberry Studios suite (Google Reviews · Yelp · Google Play · Maps Leads). Need a field that isn't here? hello@godberrystudios.com