📱 Google Play Store Apps & Reviews Scraper

High-speed, production-grade Google Play Store scraper. Extract comprehensive Android app details, developer contact information (email, website, address), ratings distributions, category rankings, and authentic user reviews with pagination, sentiment filters, and AI / RAG tokenization.

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⚡ Overview

The Google Play Store Apps & Reviews Scraper provides real-time access to the entire Android app catalog without requiring headless browsers, heavy Puppeteer overhead, or fragile browser sessions. It queries native Google Play endpoints with automated token pagination to capture deep app metadata and large volumes of user reviews at unbeatable speeds and lower compute costs.

Whether you are performing competitor benchmarking, ASO (App Store Optimization) keyword analysis, customer sentiment research, or LLM/RAG training, this Actor delivers clean, structured JSON in seconds.

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🚀 Key Features

• ⚡ 1-Click Instant Run: Pre-filled with com.spotify.music—click Start and receive structured data instantly without setup friction.
• 📱 Comprehensive App Metadata: Extracts app title, package ID, developer name, verified developer email, developer website, physical address, privacy policy, category/genres, content rating, release date, last update timestamp, version, price, and currency.
• ⭐ Accurate Ratings & Stats: Captures aggregate score, star rating distributions, verified install brackets (1,000,000,000+), and category rank (e.g. #1 in Music & Audio).
• 💬 Deep Reviews Pagination: Extract dozens, hundreds, or thousands of user reviews with author names, profile avatars, star ratings (1–5), timestamps, helpfulness upvotes (thumbsUpCount), and official developer responses.
• 🔄 Flexible Sorting: Sort reviews by Helpfulness (Most relevant), Newest (Latest updates/bugs), or Rating.
• 🌍 Global Localization: Support for any language (hl) and country storefront (gl) to compare regional app store listings and localized pricing.
• 🧠 AI & RAG Ready: Built-in semantic chunking and OpenAI token estimates (tokenCount, ragChunks, markdown) to ingest directly into LangChain, LlamaIndex, or vector databases (Pinecone, Weaviate, Qdrant).
• 💸 Cost-Effective Pay-Per-Event: Only pay $0.0015 per extracted app with all collected reviews.

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📥 Input Parameters

Parameter	Type	Default	Description
appIdOrUrl	String	com.spotify.music	App ID / Package Name (e.g., com.spotify.music, com.whatsapp, org.telegram.messenger) or full Play Store URL.
maxReviews	Integer	20	Total number of user reviews to harvest. Set higher (e.g., 100, 500) for deep sentiment audits.
sort	String	HELPFULNESS	Review sorting order: HELPFULNESS, NEWEST, or RATING.
language	String	en	ISO 639-1 language code (en, es, de, fr, ja, etc.).
country	String	us	Two-letter country store code (us, gb, de, in, br, etc.).
includeKeywords	String	""	Comma-separated keywords to filter reviews (e.g. crash, bug, subscription).
excludeKeywords	String	""	Comma-separated keywords to omit reviews.
enableRagEnrichment	Boolean	true	Automatically calculate OpenAI token counts and build semantic chunks for LLMs.
outputFormat	String	JSON	Preferred output representation (JSON, Markdown, Flat).

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📤 Output Dataset Format

Every run outputs a rich, schema-validated JSON object saved to the default Apify Dataset:

{
  "appId": "com.spotify.music",
  "title": "Spotify: Music and Podcasts",
  "url": "https://play.google.com/store/apps/details?id=com.spotify.music&hl=en&gl=us",
  "developer": "Spotify AB",
  "developerEmail": "support@spotify.com",
  "developerWebsite": "https://www.spotify.com",
  "developerAddress": "Regeringsgatan 19, 111 53 Stockholm, Sweden",
  "privacyPolicy": "https://www.spotify.com/legal/privacy-policy/",
  "score": 4.35,
  "scoreText": "4.3",
  "ratingsCount": 36565779,
  "reviewsCount": 36565779,
  "installs": "1,000,000,000+",
  "minInstalls": 1000000000,
  "price": 0,
  "currency": "USD",
  "free": true,
  "genres": [
    "Music & Audio"
  ],
  "genreId": "MUSIC_AND_AUDIO",
  "categoryRanking": "top free music & audio #1",
  "contentRating": "Teen",
  "released": "May 27, 2014",
  "updated": "Oct 23, 2026",
  "version": "Varies with device",
  "summary": "Listen to songs, play podcasts, create playlists and discover music you'll love",
  "icon": "https://play-lh.googleusercontent.com/IzQgYCcnCFCD08GR...",
  "headerImage": "https://play-lh.googleusercontent.com/WdedaGD6EAXZgy...",
  "reviewsTotalHarvested": 20,
  "userReviews": [
    {
      "id": "31dd5f9b-bd5f-4e2f-9465-71f707e14285",
      "author": "Marisa M",
      "userAvatar": "https://play-lh.googleusercontent.com/a-/ALV-Uj...",
      "score": 2,
      "text": "I don't know what you guys did in the last update, but now when I listen to any podcast, it plays the list opposite...",
      "date": "2026-09-18T06:24:22.000Z",
      "thumbsUpCount": 469,
      "developerReply": {
        "text": "Hi! For more information, visit support.spotify.com...",
        "date": "2026-09-18T15:50:44.000Z"
      }
    }
  ],
  "ragMetadata": {
    "tokenCount": 512,
    "semanticChunks": [ ... ]
  },
  "scrapedAt": "2026-10-31T00:30:54.000Z"
}

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🏆 Comparison vs Alternative Scrapers

Feature / Metric	Google Play Store Apps & Reviews Scraper	Generic Browser/Puppeteer Scrapers	Traditional REST APIs
Execution Speed	< 3 seconds	30–60 seconds	5–10 seconds
Memory Footprint	512 MB	2048 MB - 4096 MB	512 MB
Developer Contact Info	Full (Email, Site, Address)	Partial / Fragile	Often omitted
Reviews Pagination	Automated RPC Batches	Slow infinite scroll	Rate-limited
Developer Replies	Included	Rarely parsed	Missing
RAG / AI Embeddings	Built-in Chunking & Tokens	Not supported	Not supported
Pricing Model	Pay-Per-Event ($0.0015)	High compute runtime fees	Monthly subscription

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🔌 Integrations & Workflow Automation

1. Make / Integromat & Zapier

• Trigger automated alerts whenever an app’s rating drops below 4.0.
• Automatically route 1-star and 2-star reviews into Zendesk, Jira, or Slack for instant customer support response.

2. LangChain & LlamaIndex (AI Agents)

• Connect Google Play user reviews to custom GPT agents for automated competitor product audits, feature request extraction, and sentiment tracking.

3. Google Sheets & Airtable

• Sync periodic app rank, install bracket, and review counts into live dashboards via Apify API webhooks.

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❓ Frequently Asked Questions (FAQ)

Can I provide a full Google Play URL or just the package name?

Both! You can paste https://play.google.com/store/apps/details?id=com.spotify.music or simply com.spotify.music. The Actor will automatically normalize and validate the identifier.

Does this Actor require proxies?

No. The lightweight HTTP requests bypass heavy browser fingerprinting checks and execute reliably on standard Apify proxy infrastructure.

How do I scrape reviews from other countries or languages?

Specify the country parameter (e.g. gb, de, fr, jp) and language parameter (e.g. en, de, fr, ja). Google Play serves localized storefront descriptions, local user reviews, and regional currency pricing.

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📞 Support & Customization

Need specialized enterprise scraping, bulk app batch processing, or customized webhook integrations?

• Email: contact@trustedtechspot.com
• Apify Store: Explore Actor Catalog