Google Play Store Reviews, App Details & B2B Developer Leads Scraper (3-in-1)

Extract Google Play Store user reviews (with 1–5 star filtering + automatic pain-point & bug tagging), full App Intelligence & Real Install Metrics, or generate B2B Mobile App Publisher Lead Lists (verified developer email, website, physical address, lead score, and cold-outreach pitch angle) by keyword — with zero browser overhead.

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Why Choose This Actor Over Other Google Play Scrapers?

Feature	Our Actor (mamang_warkop)	Typical Play Store Scrapers
3-in-1 Workflow	reviews + app_details + search_leads in a single Actor.	Separate Actors for reviews vs app details vs search.
Automatic Pain-Point & Bug Tagging	Tags every review with sentiment and painPointCategories (crash_or_bug, login_auth, pricing_paywall, ads_experience, performance_slow, customer_support).	Raw text only — requires manual filtering.
B2B App Publisher Lead Score & Pitch	Automatically calculates b2bLeadScore (0–100) and agencyPitchAngle based on install count, star rating, and monetization setup.	No lead scoring or outreach insights.
Flexible Input Parsing	Accepts package IDs (com.whatsapp), full Google Play URLs, or search keywords (fitness tracker).	Often breaks if you paste a full URL with query params.
Speed & Cost	Pure HTTP API ($0.50 / 1,000 results) — no slow headless browser required.	Higher compute usage & slower pagination.

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Step-by-Step Usage Guide (Panduan Penggunaan)

Option A: Run in Apify Console UI (Zero Coding)

1. Enter Target Queries (queries):
   • For reviews or app_details mode: enter one or more package IDs (com.spotify.music, com.duolingo) or paste full https://play.google.com/store/apps/details?id=... URLs.
   • For search_leads mode: enter niche keywords ("invoice maker", "habit tracker", "shopify pos").
2. Choose Mode (mode):
   • Scrape User Reviews (reviews): Extract reviews with optional 1–5 star filter (starFilter) and sort order (newest, most_relevant, rating).
   • App Details & Developer Contacts (app_details): Extract real installs, rating histograms, pricing, and verified developer email/website/address.
   • Keyword to B2B App Developer Leads (search_leads): Search Google Play by keyword and automatically enrich every matching app with developer contact details and B2B lead score.
3. Set Country & Language (country, lang): Defaults to "us" and "en". Supports any Google Play market ("gb", "de", "id", "br", "in", "jp", etc.).
4. Click Start, then export your dataset as CSV, Excel, or JSON.

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Option B: Automate with Clay, n8n, or Make.com

curl -X POST "https://api.apify.com/v2/acts/mamang_warkop~google-play-reviews-and-leads-scraper/run-sync-get-dataset-items?token=YOUR_APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "queries": ["com.spotify.music"],
    "mode": "reviews",
    "starFilter": "1",
    "sortBy": "newest",
    "maxItemsPerQuery": 25
  }'

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Option C: Python & Node.js SDK

Python

from apify_client import ApifyClient

client = ApifyClient("YOUR_APIFY_API_TOKEN")
run = client.actor("mamang_warkop/google-play-reviews-and-leads-scraper").call(
    run_input={
        "queries": ["fitness tracker", "calorie counter"],
        "mode": "search_leads",
        "maxItemsPerQuery": 20,
        "country": "us",
        "lang": "en",
    }
)

for lead in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(lead["title"], lead["developerEmail"], lead["b2bLeadScore"], lead["agencyPitchAngle"])

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Input Parameters Reference

Field	Type	Default	Description
queries	array	["com.whatsapp", "com.spotify.music"]	App package IDs, full Google Play URLs, or search keywords (when mode is "search_leads").
mode	string	"reviews"	"reviews", "app_details", or "search_leads".
maxItemsPerQuery	integer	10	Max reviews or app leads per query (1–2,000).
sortBy	string	"newest"	Review sort order: "newest", "most_relevant", or "rating".
starFilter	string	"all"	Filter reviews by star rating: "all", "1", "2", "3", "4", or "5".
country	string	"us"	2-letter country code ("us", "gb", "de", "id", "sg", "in", "br").
lang	string	"en"	2-letter language code ("en", "id", "es", "de", "pt", "ja").

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Output Examples

1. Mode reviews (with Pain-Point Classification)

{
  "appId": "com.spotify.music",
  "reviewId": "eb71b060-9d2a-4c6e-9f12-112233445566",
  "userName": "Alex M.",
  "score": 1,
  "sentiment": "negative",
  "painPointCategories": ["crash_or_bug", "performance_slow"],
  "content": "App keeps crashing and freezing after the latest update whenever I open offline playlists.",
  "thumbsUpCount": 42,
  "reviewCreatedVersion": "8.9.80.512",
  "appVersion": "8.9.80.512",
  "at": "2026-10-20T11:24:00",
  "hasDeveloperReply": false,
  "replyContent": null,
  "repliedAt": null,
  "country": "us",
  "lang": "en"
}

2. Mode app_details / search_leads (B2B Publisher Lead Enrichment)

{
  "appId": "com.example.fittracker",
  "title": "FitTracker Pro - Daily Workout",
  "installs": "100,000+",
  "realInstalls": 148520,
  "score": 3.72,
  "ratings": 4120,
  "free": true,
  "offersIAP": true,
  "inAppProductPrice": "$4.99 - $49.99 per item",
  "developer": "FitLabs Mobile Inc.",
  "developerEmail": "support@fitlabsmobile.io",
  "developerWebsite": "https://fitlabsmobile.io",
  "developerAddress": "Austin, TX, United States",
  "b2bLeadScore": 95,
  "agencyPitchAngle": "High-install app (148,520 installs) with low rating (3.72 stars) — prime prospect for QA, bug-fixing, reputation management, or ASO.",
  "genre": "Health & Fitness",
  "url": "https://play.google.com/store/apps/details?id=com.example.fittracker"
}

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Transparent Pricing

• Pay-Per-Event: $0.0005 per result ($0.50 per 1,000 results).
• Apify's free $5.00 monthly credit covers up to 10,000 results every month for free.