Google Play App Reviews & Ratings Scraper

Extract user reviews for any Android app on the Google Play Store, with ratings, dates, helpful votes and developer replies across 100+ country stores

📥 Input · 📤 Output · 💰 Pricing · ▶️ Examples

13 fields per review

100+ countries coverage

JSON / CSV / Excel output formats

What you get

Each record is a single public review with the user, their star rating, the review text, how many people found it helpful, the version they reviewed, and the developer reply when there is one. Provide one or more package names and the scraper pulls reviews for every app up to your per-app limit.

• userImage: avatar URL of the reviewer
• userName: display name shown on the review
• rating: star rating from 1 to 5
• text: full text of the review
• thumbsUp: number of users who marked the review helpful
• reviewCreatedAt: date and time the review was posted
• appVersion: app version the user reviewed, when available
• replyText: developer reply to the review, when present
• replyAt: date and time of the developer reply, when present
• appId: package name of the app the review belongs to
• reviewId: stable unique id of the review
• url: Google Play page of the app
• observedAt: when this review was collected by the scraper

Who is it for

Use case	Who benefits
Track sentiment after a new app release	Mobile product managers
Surface bug reports and feature requests at scale	App developers and QA teams
Benchmark your app against competitors	Growth and marketing teams
Feed reviews into sentiment or topic models	Data scientists
Monitor developer reply coverage and tone	Support and community teams

Frequently Asked Questions

Which countries and languages can I scrape reviews from?
Set the country code (gl) and language code (hl) to target any Google Play regional store, more than 100 in total. Reviews and the version labels come back in the language of that store, so use country US with language en for English reviews or country BR with language pt for Brazilian Portuguese.

How many reviews can I get for one app?
Set the per-app limit with Max Reviews Per App. The scraper pages through the store in batches and keeps going until it reaches your limit or runs out of reviews. Very popular apps expose tens of thousands of reviews, so a high limit returns a deep history.

Can I sort the reviews?
Yes. Choose Newest to get the most recent reviews first, Highest rating to start from five-star reviews, or Most helpful to start from the most upvoted ones. Newest is the default and is best for ongoing monitoring.

Do I get developer replies?
Yes. When a developer has replied to a review, the reply text and its date are included in the same record. Reviews without a reply leave those two fields empty rather than guessing.

What happens if an app ID is wrong or has no reviews?
The scraper writes one record with an error message for that package name and moves on to the next app, so a single bad ID never stops the run. Apps that exist but have no reviews simply return nothing for that app.

Example use cases

Ready-to-run example tasks, each preconfigured for a common scenario. Open one and press run, or use it as a template:

• Duolingo Reviews Scraper for Google Play: Scrape Duolingo reviews from Google Play. Export ratings, review text, author names, dates, and helpful votes to JSON, CSV, or Excel for app research.
• Facebook Reviews Scraper for Google Play: Scrape Facebook reviews from Google Play. Collect ratings, review text, author, date, and helpful counts and export to JSON, CSV, or Excel.
• Netflix Reviews Scraper for Google Play: Scrape Netflix reviews from Google Play. Export star ratings, review text, author names, dates, and helpful votes to JSON, CSV, or Excel.
• Telegram Reviews Scraper for Google Play: Scrape Telegram reviews from Google Play. Collect star ratings, review text, author, date, and helpful counts and export to JSON, CSV, or Excel.
• TikTok Reviews Scraper for Google Play: Scrape TikTok reviews from Google Play. Export ratings, review text, author, date, and helpful counts to JSON, CSV, or Excel for app research.
• Uber Reviews Scraper for Google Play: Scrape Uber reviews from Google Play. Collect ratings, review text, author, date, and helpful counts and export to JSON, CSV, or Excel.
• YouTube Reviews Scraper for Google Play: Scrape YouTube reviews from Google Play. Export ratings, review text, author names, dates, and helpful votes to JSON, CSV, or Excel for analysis.
• Google Play Reviews for Instagram: Google Play Reviews for Instagram
• Google Play Reviews for Spotify: Google Play Reviews for Spotify
• Google Play Reviews for WhatsApp: Google Play Reviews for WhatsApp

Export, API and AI agents (x402 + MCP)

Export the scraped data to JSON, CSV or Excel, pull it as a dataset through the Apify API, or wire it into your app with no code. This web scraper and data extractor also works for bulk data extraction and scheduled runs.

For AI agents: this Actor is available on x402, Apify's agentic payment standard built with Coinbase. An AI agent can discover, pay for and run it on its own with a funded wallet and a single HTTP request: no account, no subscription, no API key and no human in the loop. It also runs as an MCP tool inside Claude, Cursor and other AI clients out of the box. Learn more about x402 agentic payments on Apify.

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More scrapers at scrapers.lat

This actor is built and maintained by scrapers.lat, where we publish scrapers for Latin American and US public platforms: real estate, jobs, e-commerce, company registries and government data. Browse the full catalog, see live sample output for each one, or ask us for a custom scraper at scrapers.lat.

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This actor is an independent tool and has no affiliation with Google Play. It only accesses data that is publicly available on the platform. Use it in accordance with Google Play's terms of service.