App Reviews Scraper + AI Insights — App Store & Google Play

Turn hundreds of App Store and Google Play reviews into a clear, actionable report in 30 seconds: what users complain about, what they love, which features they ask for, which bugs hit which version — with real quotes, never invented.

Built for product managers, app developers, ASO specialists, agencies and investors who need to understand an app (theirs or a competitor's) fast.

What you get

For each app, store and country:

• 📊 Statistics: rating distribution, recent average vs. overall rating, rating by version, date range.
• 🔥 Top complaints with approximate share, severity and verbatim quotes.
• 💚 Top praises.
• 💡 Feature requests ranked by mentions.
• 🐞 Bugs reported and the versions they affect.
• 🧭 Version insights and prioritized recommended actions.
• 📝 Optionally, every raw review (rating, title, text, version, date, helpful votes).

Report language of your choice (English, French, Spanish, German…).

Example (Notion, US, 500 recent reviews)

{
  "statistics": { "reviewsAnalyzed": 500, "averageRecentRating": 3.14, "ratingDistribution": { "1": 149, "2": 63, "3": 51, "4": 44, "5": 193 } },
  "insights": {
    "summary": "Notion is a powerful and flexible productivity platform with strong appreciation from power users, but the app suffers from significant mobile performance issues…",
    "sentiment": { "positive": 38, "neutral": 16, "negative": 46 },
    "topComplaints": [
      { "theme": "Mobile app performance and freezing", "share": "~28%", "severity": "high",
        "examples": ["Every time I spend a while inside a note working with text, after about 10–15 minutes, Notion stops responding to taps"] },
      { "theme": "Forced AI features and invasive UI integration", "share": "~24%", "severity": "high",
        "examples": ["There's a big obtrusive AI search bar at the bottom that I'm always accidentally pressing"] }
    ],
    "featureRequests": [ { "request": "…", "mentions": 12 } ],
    "recommendedActions": [ "…" ]
  }
}

How to use

1. Paste App Store URLs (or numeric IDs) and/or Google Play URLs (or package names like com.duolingo).
2. Choose countries (App Store: up to 500 recent reviews per country; Google Play: up to 2,000).
3. Keep AI insights report on, pick the report language.
4. Click Start. Export as JSON, CSV, Excel, or via API.

Compare competitors — or your own iOS vs Android app — in one run and read the reports side by side.

Pricing

• AI report: $0.39 per app, store and country
• Raw reviews: $0.10 per 1,000
• No platform usage fees on top.

Example: your app + 3 competitors in the US = 4 reports = $1.56.

Free Apify plan: 1 AI report per run (trial, based on fewer reviews).

Data sources

• App Store: Apple's official public customer reviews RSS feed and iTunes lookup API.
• Google Play: the public app page and the same public data endpoint the Google Play website uses to show reviews.

No login, no private data. Reviewer names are not collected.

FAQ

Why max 500 App Store reviews per country? That's what Apple's public feed provides (most recent reviews). Google Play goes up to 2,000.

Are quotes real? Yes. The AI is instructed to copy quotes from the reviews; the raw reviews are included so you can verify.

Which AI model? Anthropic Claude (Haiku).

Related scrapers

Other ready-to-use Actors by RT Solutions:

• Google Ads Transparency Scraper
• Google News Scraper
• Substack Scraper