App Store & Google Play Reviews Scraper + AI Insights Report

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.

Use cases

• Product managers: find the top complaints, bugs and feature requests to prioritize the roadmap.
• App developers: see which bugs are reported on which app version after a release.
• ASO specialists: understand what users praise and criticize, in your app and in competitors' apps.
• Agencies and investors: assess any app quickly with a report built on real, quoted reviews.
• iOS vs Android: analyze the App Store and Google Play versions of an app in one run and compare the reports.

Use with AI agents (MCP)

You can run this Actor from Claude, ChatGPT, Cursor or any other MCP client through the Apify MCP server (https://mcp.apify.com), using the Actor ID rt-solutions/appstore-reviews-ai. Ask in plain language, for example: "Summarize the top complaints in the latest US App Store reviews of Notion and list the most requested features." The agent starts the run and reads the results for you. The Actor also works through the Apify API and integrations such as Make, n8n and Zapier.

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).

How do I scrape App Store or Google Play reviews without an API? Paste the app URLs, App Store IDs or Google Play package names and start the run. The Actor reads Apple's public reviews RSS feed and public Google Play data, with no login or developer account.

How much does it cost to analyze 10 apps? 10 apps in one store and one country = 10 AI reports = $3.90. Raw reviews cost $0.10 per 1,000, so 10,000 raw reviews cost $1.00.

Can I schedule it to follow reviews over time? Yes. Schedule runs in Apify (for example weekly or after each release) and compare the reports to see how complaints, bugs and ratings change.

Is it legal to scrape app reviews? The Actor uses public data only: Apple's public reviews feed and the public Google Play pages. No login, no private data, and reviewer names are not collected. Use the data in line with the stores' terms and the laws that apply to you.

Related scrapers

Other ready-to-use Actors by RT Solutions:

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