Google Play Reviews Scraper with AI Insights

Scrape Google Play reviews for any Android app. Paste package names or Play Store links, pick a country and language, filter by stars and date, and export clean rows to CSV, Excel, JSON or Google Sheets. Includes developer replies, app version and thumbs-up counts. Turn on Insights for a ready summary of what users complain about, what they love, what they ask for and which versions hurt the rating.

Built by Bozoma Labs. Public Play Store data only. No login, no browser, fast and cheap. Thousands of reviews per app, newest first.

What you get

Field	Description
platform	googleplay (or appstore for experimental input)
appId, appName	Store ID / package and app title
country	Store country the review came from
reviewId	Store review ID (used to dedupe)
rating	1 to 5 stars
title	Review title (Play rarely has one)
text	Review text
reviewerName	Public display name (empty if you turn on "Omit reviewer names")
publishedDate	ISO date
appVersion	App version the reviewer used
helpfulVotes	Votes or thumbs up
replyText, replyDate	Developer reply (when "Include developer replies" is on)
reviewUrl	Link to the review when the store provides one
verified	Always empty; kept so exports match review analyzer templates

The Review Analyzer view exports exactly: Rating, Review text, Title, Published date, Reviewer name, Verified.

Insights add-on

With insights: true, each app gets one record in the insights dataset:

• average rating, star distribution and share of 1 to 2 star reviews
• top complaint phrases and top praise phrases (ranked against the opposite sentiment, so generic words drop out)
• feature requests ("please add", "wish it", "would be nice")
• lowest rated app versions (5+ reviews)
• monthly review count and average rating

Insights are computed from the reviews this run collected, with no external AI service, so they are fast and repeatable.

Input example

{
  "googlePlayApps": ["com.spotify.music", "https://play.google.com/store/apps/details?id=com.duolingo"],
  "maxReviewsPerApp": 500,
  "countries": ["us"],
  "language": "en",
  "stars": ["1", "2"],
  "dateFrom": "2026-09-01",
  "includeReplies": true,
  "insights": true
}

Pricing

Pay per result:

• $0.30 per 1,000 reviews ($0.0003 per review)
• $0.05 per app for the Insights add-on (only if turned on and reviews were found)
• $0.005 per run start

Example: 5 apps x 1,000 reviews with insights is about $1.75. Set a maximum cost per run in Apify and the Actor stops cleanly when it is reached.

Limits to know

• Google Play: reviews come newest first, with developer replies. Use dateFrom to stop early on large apps.
• Star and date filters are applied after fetching, so heavily filtered runs read more pages, but you only pay for saved reviews.
• App Store (experimental): Apple's public review feed currently returns no reviews, so App Store input only collects the roughly 10 reviews shown on each country's public app page. Treat it as a preview, not full coverage.

Use cases

• Track competitor Android apps and spot their weak points
• Feed reviews into a spreadsheet, BI tool or your own analysis
• Monitor rating drops after a release (schedule this Actor daily with dateFrom)
• Mine feature requests for your roadmap

FAQ

Is this legal? It collects publicly visible store reviews only, without logging in. You are responsible for how you use the data, including personal data rules such as GDPR. Turn on "Omit reviewer names" if you do not need names.

Do I need a proxy? Usually not.

Support: open an issue on the Actor's Issues tab.