Google Play Scraper — Apps, Developer Emails, Ratings & Unlimited Reviews

Scrape the Google Play Store: search apps by keyword, look up apps by URL or package name, list every app of a developer, and discover similar apps. Every app comes with rating, rating count, star histogram, installs, price, in-app purchases, category, update date, version and changelog — plus the developer's email, website, address, legal name and phone number.

Turn on reviews to export unlimited reviews (fully paginated, not capped at a few hundred) with star rating, text, helpful votes, app version and the developer's reply.

No browser, no login, no API key.

How to run it in 3 steps

1. Add your input. In Search terms paste keywords, or Google Play links / package names in Start URLs — e.g. habit tracker or com.spotify.music. The form is already filled with a working example, so you can skip this step for a first try.
2. Press Start. The prefilled run returns 23 apps in about 13 s and costs about $0.069. Set Max results (cost cap) to cap the cost of bigger runs; you only pay for apps actually delivered.
3. Get the data. Open the Output tab and export JSON, CSV or Excel — or run it from the API, Make, Zapier, n8n or an AI agent (see below).

Features

• B2B lead data on every app: developerEmail (100% of apps in our test), developerWebsite, developerAddress, developerLegalName, developerLegalEmail, developerLegalPhone.
• Unlimited reviews with developer replies — ideal for sentiment analysis and support benchmarking.
• All entry points: keywords, app URLs, package names, developer pages; optional similar apps expansion.
• Any country & language (country, language).
• Two price points: apps and reviews are billed separately, so review-only runs are billed at the lower review price.
• Fast: thousands of reviews per minute; rotating datacenter proxies are used automatically if Google throttles.

Use cases

• Lead generation: collect app publishers in a niche with their emails and websites.
• ASO & competitor research: rankings per keyword, ratings, installs, update cadence, monetization.
• Review mining: find bugs, feature requests and churn reasons with an LLM — for your app or competitors.
• Market sizing: installs and rating counts across a category or developer portfolio.

Input

{
  "searchTerms": ["habit tracker"],
  "startUrls": [
    "https://play.google.com/store/apps/details?id=com.spotify.music",
    "com.duolingo",
    "https://play.google.com/store/apps/dev?id=5700313618786177705"
  ],
  "country": "us",
  "language": "en",
  "scrapeDetails": true,
  "includeSimilar": false,
  "scrapeReviews": true,
  "maxReviewsPerApp": 1000,
  "reviewSort": "newest"
}

Output — app (type: "app")

Real output (default input)

First 2 of 31 records from a run with the prefilled input (4.2 s on a test machine; long values shortened here):

[
  {
    "type": "app",
    "appId": "net.sarasarasa.lifeup",
    "name": "LifeUp: Gamify Tasks & Habits",
    "url": "https://play.google.com/store/apps/details?id=net.sarasarasa.lifeup&hl=en&gl=us",
    "summary": "Turn tasks & habits into your own RPG. Custom skills, rewards, loot & crafting.",
    "description": "LifeUp turns your real-life tasks, habits, and goals into an RPG adventure. Build skills, earn coins, unlock achievements, and design your o…",
    "developer": "LifeUp Apps",
    "developerId": "4629038381404180944",
    "developerEmail": "lifeup@ulives.io",
    "developerWebsite": "https://lifeupapp.fun/",
    "developerAddress": null,
    "developerLegalName": "黄天浩",
    "developerLegalEmail": "kei.ayagi@gmail.com",
    "developerLegalPhone": null,
    "privacyPolicy": "https://docs.lifeupapp.fun/en/#/introduction/privacy-terms",
    "rating": 4.67,
    "ratingCount": 7132,
    "reviewCount": 633,
    "histogram": {
      "1": 182,
      "2": 145,
      "3": 218,
      "4": 728,
      "5": 5849
    },
    "installs": "100,000+",
    "minInstalls": 100000,
    "maxInstalls": 317633,
    "free": false,
    "price": 4.99,
    "currency": "USD",
    "offersIAP": true,
    "iapRange": "$2.99 per item",
    "adSupported": false,
    "genre": "Productivity",
    "genreId": "PRODUCTIVITY",
    "categories": [
      "Productivity"
    ],
    "contentRating": "Everyone",
    "released": "Apr 27, 2019",
    "updated": "2026-10-13T09:57:17.000Z",
    "version": "1.106.0",
    "androidVersion": "6.0",
    "recentChanges": null,
    "icon": "https://play-lh.googleusercontent.com/3PcAh-2kHvqQ9-ugARRHnOmFdbYDCrb6q_NL2IP1MnvsytZvnbLOSLaIUTC3x6HDC_BYpYUvayLhlqfKFFDiMQ",
    "headerImage": "https://play-lh.googleusercontent.com/B9eZOFe02QOlVVOljoGWji9qsoDoMwWfZjX-h0Fo6wGZ8CwZ7sjXtJFoO37j5B6T_iawLroy2jnf0UVnSTIJ",
    "screenshots": [
      "https://play-lh.googleusercontent.com/xkObsB04GAOvMWDCWCaOQjBDCegbpnDaDLwSanw69jbt4yq5rsoFKgll7DpP6uuXBpLvZNBtFxHEw0L04Xwpfw",
      "https://play-lh.googleusercontent.com/uPl5aoXdJAi-4HeaDqLI6Pf7HkwP9w_fNkUeob6IdmR7gESlPogNT7ov4w2Wz0dqmPlXxd_ArUnEE7tDL8n4Vg",
      "https://play-lh.googleusercontent.com/knQfJQnpU6vty8JjdvWXNqTZJi5LbyYa8a34kBu6H4COeaoWTbViqAEGjaE8OOzOFEcH7OBm1e0JdpoOWpkUSQ"
    ],
    "video": "https://www.youtube.com/embed/SRugl3-_6J0?vq=large&rel=0&autohide=1&showinfo=0",
    "country": "us",
    "language": "en",
    "source": "search:habit tracker",
    "rank": 8,
    "scrapedAt": "2026-10-15T12:16:21.330Z"
  },
  {
    "type": "app",
    "appId": "com.habitnow",
    "name": "HabitNow Daily Routine Planner",
    "url": "https://play.google.com/store/apps/details?id=com.habitnow&hl=en&gl=us",
    "summary": "To-do list, Habit Tracker, Routine Planner and Reminders. All in just one app!",
    "description": "Maximize Your Productivity with HabitNow: Your Ultimate Todo List and Habit Tracker! 🚀\nKeeping your life organized has never been easier! Wi…",
    "developer": "HabitNow Apps",
    "developerId": "HabitNow+Apps",
    "developerEmail": "habitnow.apps@gmail.com",
    "developerWebsite": null,
    "developerAddress": null,
    "developerLegalName": "GARCIA RAMPINI, AGUSTIN EZEQUIEL",
    "developerLegalEmail": "habitnow.apps@gmail.com",
    "developerLegalPhone": "+54 351 772-2793",
    "privacyPolicy": "https://www.habitnow.app/privacy-policy",
    "rating": 4.74,
    "ratingCount": 93199,
    "reviewCount": 2871,
    "histogram": {
      "1": 2319,
      "2": 804,
      "3": 2319,
      "4": 7682,
      "5": 80026
    },
    "installs": "5,000,000+",
    "minInstalls": 5000000,
    "maxInstalls": 7262395,
    "free": true,
    "price": 0,
    "currency": "USD",
    "offersIAP": true,
    "iapRange": "$0.99 - $11.99 per item",
    "adSupported": false,
    "genre": "Productivity",
    "genreId": "PRODUCTIVITY",
    "categories": [
      "Productivity"
    ],
    "contentRating": "Everyone",
    "released": "May 17, 2019",
    "updated": "2026-07-26T22:27:33.000Z",
    "version": "2.5.4a",
    "androidVersion": "6.0",
    "recentChanges": "Latest changes:<br><br>    ✅ In-app events have been added to the application, including templates and challenges, offers, and developer ann…",
    "icon": "https://play-lh.googleusercontent.com/HsjWZ5h3QDDNPL-0xKP9j4CXG6dxaojS2PtyuRnylitzLm5huDOCMkwc8gYF1glrr1laiRNospq5uNB0HUIo",
    "headerImage": "https://play-lh.googleusercontent.com/rFBjMvOr9AMlbcXyoEcCmd68k7yOPeEwbfmaZar1Anz5nfZZxQvEoWOTj914GRyunw4rCEHtbbt_mtMUivcncQ",
    "screenshots": [
      "https://play-lh.googleusercontent.com/4_x2XH6oemmQ0_d9X_k7sRvq_yQmrb3lUB4ZA7WNZCDhn_kQ9zRzZS2XffNEbBnVcDK-fCm-NowhjTs0VdQJcO8",
      "https://play-lh.googleusercontent.com/58H0BAGBiSYeRYK4pixVsgYyebULGiYM2S1mBgxTWCFfGS11wbO4uo0e9eF3JmtFWJ99xgnQEh3-ufpmVztj1Q",
      "https://play-lh.googleusercontent.com/Nwb7e4hd53oPd6WyCGKeT-4Q4yBwe4o7oDUdD6Lbpg3RZp-fpkgXceqIs6PLL1Xon8DaxMeZxPGn6XWB6JQDwG8"
    ],
    "video": null,
    "country": "us",
    "language": "en",
    "source": "search:habit tracker",
    "rank": 2,
    "scrapedAt": "2026-10-15T12:16:21.407Z"
  }
]

{
  "type": "app",
  "appId": "com.spotify.music",
  "name": "Spotify: Music and Podcasts",
  "url": "https://play.google.com/store/apps/details?id=com.spotify.music&hl=en&gl=us",
  "summary": "Play millions of songs and podcasts on your device.",
  "developer": "Spotify AB",
  "developerId": "Spotify+AB",
  "developerEmail": "support@spotify.com",
  "developerWebsite": "https://www.spotify.com",
  "developerAddress": "Regeringsgatan 19, 111 53 Stockholm, Sweden",
  "developerLegalName": "Spotify AB",
  "developerLegalPhone": null,
  "privacyPolicy": "https://www.spotify.com/legal/privacy-policy/",
  "rating": 4.35,
  "ratingCount": 36475016,
  "reviewCount": 1251203,
  "histogram": { "1": 2400000, "2": 800000, "3": 1500000, "4": 3600000, "5": 28100000 },
  "installs": "1,000,000,000+",
  "minInstalls": 1000000000,
  "free": true,
  "offersIAP": true,
  "genre": "Music & Audio",
  "contentRating": "Teen",
  "updated": "2026-10-07T06:27:03.000Z",
  "version": "Varies with device",
  "icon": "https://play-lh.googleusercontent.com/…",
  "screenshots": ["https://play-lh.googleusercontent.com/…"],
  "country": "us",
  "language": "en",
  "source": "url",
  "rank": null
}

Output — review (type: "review")

{
  "type": "review",
  "reviewId": "54e7759a-1f94-4785-9f68-dcd071d7b713",
  "appId": "com.spotify.music",
  "appName": "Spotify: Music and Podcasts",
  "rating": 5,
  "text": "Best music app…",
  "author": "kingpinz Music",
  "date": "2026-10-12T21:15:57.680Z",
  "thumbsUp": 0,
  "appVersion": "9.0.80.1063",
  "replyText": null,
  "replyDate": null
}

Use the Apps and Reviews dataset views to export each type separately.

Use with AI agents (MCP), LangChain, RAG & the API

This actor is a ready-made tool for AI agents: an LLM can call it, wait for the run and read clean JSON back.

MCP server (Claude Desktop, Claude Code, Cursor, VS Code, any MCP client) — add Apify's hosted MCP server with this actor enabled as a tool:

{
  "mcpServers": {
    "apify": {
      "url": "https://mcp.apify.com/?tools=torix33/google-play-scraper",
      "headers": { "Authorization": "Bearer <APIFY_TOKEN>" }
    }
  }
}

LangChain / LangGraph (pip install langchain-apify, set APIFY_API_TOKEN):

import json
from langchain_apify import ApifyActorsTool, ApifyWrapper
from langchain_core.documents import Document

# 1) give the actor to an agent as a tool
tool = ApifyActorsTool("torix33/google-play-scraper")

# 2) or load results as Documents for a RAG index
loader = ApifyWrapper().call_actor(
    actor_id="torix33/google-play-scraper",
    run_input={"searchTerms": ["habit tracker"], "startUrls": ["https://play.google.com/store/apps/details?id=com.spotify.music", "com.duolingo", "https://play.google.com/store/apps/dev?id=5700313618786177705"], "country": "us", "language": "en", "scrapeDetails": True, "includeSimilar": False, "scrapeReviews": True, "maxReviewsPerApp": 1000, "reviewSort": "newest"},
    dataset_mapping_function=lambda item: Document(page_content=json.dumps(item, ensure_ascii=False), metadata={"url": item.get("url")}),
)
docs = loader.load()

REST API — one synchronous call, dataset items in the response:

curl -X POST "https://api.apify.com/v2/acts/torix33~google-play-scraper/run-sync-get-dataset-items?token=<APIFY_TOKEN>" \
  -H "Content-Type: application/json" \
  -d '{"searchTerms": ["habit tracker"], "startUrls": ["https://play.google.com/store/apps/details?id=com.spotify.music", "com.duolingo", "https://play.google.com/store/apps/dev?id=5700313618786177705"], "country": "us", "language": "en", "scrapeDetails": true, "includeSimilar": false, "scrapeReviews": true, "maxReviewsPerApp": 1000, "reviewSort": "newest"}'

Also works with the Apify Python/JS clients, Make, Zapier, n8n, Google Sheets, webhooks and schedules. Export as JSON, CSV, Excel, XML or RSS.

RAG tip: Review rows include developer replies — give the model both to benchmark how fast and how well competitors answer users.

Lead-generation workflow: works well with

The same people who use this actor usually need one of these next:

• Google Maps Scraper: Leads with Phones, Emails & Socials — find local businesses on Google Maps with phones, emails and social links
• Contact Info & Contact Details Scraper: Emails, Phone Numbers — turn any list of websites into emails, phones and social profiles
• Website Tech Stack Detector: CMS, Analytics, CRM & More — qualify the leads by the technologies their websites use (Shopify, HubSpot, Stripe…)
• LinkedIn Company Scraper: Size, Industry, HQ, Employees — enrich companies with LinkedIn industry, size, headquarters and website
• TikTok Profile Scraper: Followers, Likes, Bio Emails — find TikTok creators with follower counts and bio emails
• Shopify Store & Product Scraper: Prices, Variants, Stock — scrape the product catalog of any Shopify store you found

Pricing

• $3.00 per 1,000 apps ($0.003 per app).
• $0.80 per 1,000 reviews ($0.0008 per review).
• The prefilled input is billed for 31 apps + 0 reviews → $0.093.
• Example: 1,000 apps → $3.00; 10,000 → $30.00. Set Max results (cost cap) to limit any run.

Limitations

• Google returns up to ~30 apps per search term; use more terms, developer pages or similar apps for wider coverage.
• Developer contact details are public on each app's Google Play page. Process personal data in line with GDPR and similar laws.

FAQ

Does it return developer emails? Yes. developerEmail was present for 100% of apps in our test, plus website, address and legal contacts where published.

Is there a review limit? No hard limit; set maxReviewsPerApp. Reviews are priced separately at $0.80 per 1,000.

Why do I get only ~30 apps per keyword? Google Play returns about 30 apps per search. Add more terms, developer pages or turn on includeSimilar.