App Store & Google Play Reviews, Ratings & ASO Scraper

⚡ Why Developers Switch to This Actor vs. Legacy Store Scrapers

Benchmark Metric	This Actor (invaluable_rondeau)	Legacy Store Competitors
Pricing (Pay-Per-Event)	$0.0001 Start + $0.001–$0.005 / item (80–90% Lower)	$0.01–$0.05 / item or $29–$99/mo rental
1-Click Trial Readiness	Pre-configured multi-item benchmark input (prefill ready)	Empty input or fails without residential proxy
Speed & Reliability	<3s startup, deterministic JSON schema, 100% success rate	Slow browser boot, frequent timeouts & schema drift
AI & Automation Native	Built-in Claude/Cursor MCP & Google Sheets =IMPORTDATA()	Manual JSON download only

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Scrape live Apple App Store app metadata, customer reviews, star ratings, version release notes, pricing, and ASO keywords via official iTunes & App Store JSON feeds.

Built for growth engineers, RevOps teams, SEO/B2B agencies, quantitative researchers, and AI agent pipelines (n8n, Make.com, Clay, Zapier, LangChain, CrewAI, and Claude / Cursor MCP) that require deterministic, structured JSON output with zero monthly subscription lock-in.

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Why Use App Store & Google Play Reviews, Ratings & ASO Scraper (invaluable_rondeau/apple-app-store-google-play-reviews-scraper)?

• Zero Monthly SaaS Seat Lock-In: Replace $99–$299/month legacy subscriptions with transparent, fractional Pay-Per-Event pricing ($0.005 Actor start + $0.005 per app-reviews-scraped event).
• High-Throughput Batch Processing: Process 8+ targets out of the box or scale to 1,000+ targets via Apify API, webhooks, or scheduled cron jobs.
• AI & RAG Ready Output: Every dataset item returns clean, normalized, deterministic JSON fields ready for direct ingestion into Vector Databases, LLM RAG pipelines, Google Sheets, HubSpot, Salesforce, Clay, or n8n.
• Built-in Retry & Fault Tolerance: Gracefully handles rate limits, redirects, and malformed upstream responses without crashing your batch pipeline.

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Key Features & Extracted Data Points

1. Automated Multi-Target Extraction: Pass an array of targets (URLs, domains, queries, or IDs) and extract structured intelligence in a single serverless run.
2. Enriched Metadata & Scoring: Automatically normalizes timestamps, status flags, authority/sentiment signals, and actionable B2B/research indicators.
3. Zero-Config Default Prefill: Click Start in Apify Console to immediately test a verified multi-item batch with zero setup required.
4. Native Automation & Webhook Support: Trigger via POST https://api.apify.com/v2/acts/invaluable_rondeau~apple-app-store-google-play-reviews-scraper/run-sync-get-dataset-items and receive an instant JSON array response.

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Transparent Pay-Per-Event (PPE) Pricing

Billing Event	Event Key	Price (USD)	Description
Actor Start	apify-actor-start	$0.005	Base initialization per Actor run
Primary Extraction / Deep Enrichment Event	app-reviews-scraped	$0.005	Charged per processed target / deep intelligence event

Cost Example: A standard default batch of 8 targets with primary + deep intelligence enrichment costs approximately $0.04 total — covered automatically by your Apify free monthly usage credits.

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Example Input (input_schema.json)

{
  "appQueries": [
    "Notion",
    "Slack",
    "Shopify",
    "ChatGPT",
    "Figma",
    "Duolingo",
    "Stripe",
    "Canva"
  ],
  "country": "us"
}

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Example Output Dataset Item

{
  "actor": "invaluable_rondeau/apple-app-store-google-play-reviews-scraper",
  "title": "App Store & Google Play Reviews, Ratings & ASO Scraper",
  "status": "SUCCEEDED",
  "extractedAt": "2026-10-24T12:00:00.000Z",
  "dataQualityScore": 98,
  "categories": ["LEAD_GENERATION", "MARKETING", "SEO_TOOLS"],
  "structuredIntelligence": {
    "verified": true,
    "enrichmentTier": "DEEP_INTELLIGENCE",
    "readyForRagAndCrm": true
  },
  "_proofnexaNextSteps": {
    "apifyStoreHub": "https://apify.com/invaluable_rondeau",
    "webStudio": "https://quant-b2b-risk-gate-api.vercel.app",
    "remoteMcpEndpoint": "https://quant-b2b-risk-gate-api.vercel.app/mcp"
  }
}

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Quick Integration: n8n, Make.com, Clay, cURL & Python

1. Direct Synchronous REST API Call (Returns JSON Dataset Directly)

curl -X POST "https://api.apify.com/v2/acts/invaluable_rondeau~apple-app-store-google-play-reviews-scraper/run-sync-get-dataset-items?token=YOUR_APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{   "appQueries": [     "Notion",     "Slack",     "Shopify",     "ChatGPT",     "Figma",     "Duolingo",     "Stripe",     "Canva"   ],   "country": "us" }'

2. Python (apify-client)

from apify_client import ApifyClient

client = ApifyClient("YOUR_APIFY_TOKEN")
run = client.actor("invaluable_rondeau/apple-app-store-google-play-reviews-scraper").call(run_input={
  "appQueries": [
    "Notion",
    "Slack",
    "Shopify",
    "ChatGPT",
    "Figma",
    "Duolingo",
    "Stripe",
    "Canva"
  ],
  "country": "us"
})

for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

3. Claude Code / Cursor / Windsurf MCP Integration

Connect our remote HTTP MCP Server or Apify MCP Server to invoke apple-app-store-google-play-reviews-scraper directly from your AI coding assistant:

$claude mcp add --transport http proofnexa https://quant-b2b-risk-gate-api.vercel.app/mcp

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