App Store & Google Play Review Scraper — Reviews, Ratings & ASO Data (No API Key)

Scrape both the Apple App Store and Google Play in one run — app reviews, ratings, metadata, top charts, and keyword rankings — in any country, with no API key. A pay-per-result alternative to Sensor Tower and data.ai for ASO research, review monitoring, and sentiment analysis.

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What does this App Store scraper do?

Three modes, both stores, multi-country:

• Reviews + metadata — full app details plus reviews (text, rating, version, date, helpful count, developer reply) and an automatic review sentiment summary (avg rating, % positive/negative, top keywords).
• Top charts — Apple App Store top free / paid / grossing by genre and country (ASO market intel).
• Keyword ranking — which apps rank for a search term, on each store (ASO rank tracking).

The only actor that does both stores in one run, with no API key and pay-per-result pricing.

How to scrape App Store and Google Play reviews

1. Add apps — Apple IDs, Apple/Google URLs, Google package names, or app names. Mix freely.
2. Pick platform (apple / google / both), countries, and maxReviewsPerApp.
3. Run it — one clean JSON/CSV row per app, review, and summary.

{ "apps": ["com.spotify.music", "324684580"], "platform": "both", "countries": ["us"], "maxReviewsPerApp": 200 }

Reliability — built to actually finish your run

Built on first-party Apple iTunes API/RSS + Google Play public endpoints — not fragile full-page HTML scraping that breaks on every redesign. Every request has automatic retry with backoff (handles 429 and transient 5xx), and failures are surfaced in the log, not silently swallowed — so your scheduled jobs don't quietly return empty. Unified review schema across both stores, so you never special-case fields.

App Store scraper comparison

	This Actor	Apple-only scrapers	Google-only scrapers	Sensor Tower / data.ai
Apple App Store	✅	✅	❌	✅
Google Play	✅	❌	✅	✅
Both stores, one run	✅	❌	❌	partial
Reviews + charts + keyword ASO	✅	varies	varies	✅
Review sentiment summary	✅	❌	❌	✅
No API key / no subscription	✅	varies	✅	❌
Pay per result	✅	some rental	✅	❌

Pricing

Pay-per-result — no subscription:

Event	Price
Actor start	$0.01
App metadata	$0.005
Reviews batch (per app)	$0.01
Chart page / search query	$0.01

Output example

{ "type": "app", "platform": "google", "title": "Spotify", "rating": 4.3, "installs": "1B+", "inAppPurchases": "$6.99 - $203.88", "adSupported": true, "hasDataSafety": true, "developerEmail": "support@spotify.com", "screenshots": ["https://…"] }
{ "type": "review", "platform": "apple", "rating": 5, "title": "Love it", "text": "…", "version": "9.0", "date": "2026-06-20…", "helpfulCount": 12, "reply": null }
{ "type": "review-summary", "platform": "google", "reviewsAnalyzed": 200, "averageRating": 3.85, "positivePct": 70, "topKeywords": [{ "word": "premium", "count": 31 }] }

Use cases

• ASO research — track ratings, top charts, and keyword rankings for your app and competitors, across both stores.
• Review monitoring — watch new reviews and developer replies by country; alert on rating drops.
• Sentiment & ML — pull thousands of reviews as clean JSON to feed an LLM, plus a ready-made sentiment summary.
• Competitive intel — compare metadata, tech, IAP pricing, and data-safety across rival apps.

FAQ

Does it cover both app stores? Yes — Apple App Store and Google Play, side by side, multi-country, in one run.

Do I need an API key? No. It uses public first-party endpoints — no developer account, no login.

How many reviews can I get? Google Play supports deep pulls (thousands). Apple's public RSS feed caps at ~500 per app per country — so for maximum Apple depth, run multiple countries. The actor tells you in the log when the Apple cap is hit (no silent truncation).

Other Actors by this author

Need finance, company, or research data too? See my other Actors — Yahoo Finance, SEC EDGAR, Company Enrichment, Apple Podcasts, and Deep Research MCP.

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Built by Renzo Madueño. Found a bug or want a field added? Open an Issue — I read and respond to every one.