App Store Reviews Scraper + Insights — Multi-Country iOS Reviews & Complaint Analysis

Get iOS App Store reviews from many countries in one run — and see what users actually complain about. Paste App Store URLs, app IDs or just app names, pick countries, and get every available review plus a per-app insights report: rating mix, rating by app version, and the top complaint and praise phrases pulled from 1–2★ and 4–5★ reviews.

✅ Search apps by name or keyword ✅ 50+ country App Stores in one run ✅ Most recent and most helpful reviews, de-duplicated ✅ Complaint & praise themes — no AI cost ✅ Export to CSV, Excel, JSON, Google Sheets, Slack

🎯 Who uses it

• Product managers & app developers — find the bugs and missing features users mention most, and see if your latest version improved ratings.
• Competitor research — search a keyword like habit tracker and analyze the top 20 apps' complaints to find gaps you can win on.
• Agencies & ASO consultants — build review reports for clients in minutes.
• Customer support & QA — monitor new 1★ reviews daily.
• Investors & analysts — track sentiment across countries and versions.

📊 What you get

Reviews

Field	Example
App name, ID, developer, genre	Duolingo — 570060128
Country	gb
Stars	2
Title & review text	"Too many ads" — "…"
App version reviewed	7.146.0
Date	2026-10-28
Helpful votes	12
Store rating & rating count	4.72 — 5,542,684

Insights (one per app)

Field	Example
Reviews analyzed	400
Average rating in sample vs. overall store rating	4.03 vs 4.72
Rating distribution	5★ 197 · 4★ 108 · 3★ 38 · 2★ 23 · 1★ 34
Share of 1–2★ reviews	0.14
Rating by app version	7.146.0 → 4.06 ★
Top complaint phrases	"watching ads", "free trial", "pay wall"
Top praise phrases	"language learning", "fun way"

🚀 How to use it

1. Add apps — App Store URLs (https://apps.apple.com/us/app/duolingo-language-lessons/id570060128), app IDs (570060128) or names (Duolingo).
2. Or add search terms — e.g. budget app with Apps per search term = 10 to analyze a whole niche.
3. Pick countries — us, gb, ca, au, de, fr, in, br, jp…
4. Filter (optional) — star ratings (e.g. only 1–2★), last N days.
5. Run and export, or schedule it daily to monitor new reviews.

Example: competitor complaint analysis

{
  "searchTerms": ["habit tracker"],
  "appsPerSearchTerm": 10,
  "countries": ["us", "gb", "ca", "au"],
  "outputType": "insights"
}

Example: daily new 1–2★ reviews for your app

{
  "apps": ["570060128"],
  "countries": ["us", "gb"],
  "ratings": ["1", "2"],
  "newerThanDays": 1,
  "outputType": "reviews"
}

💰 Pricing

$0.30 per 1,000 results plus a small per-run start fee. Reviews removed by your filters are free. 1,000 reviews + insights for one app ≈ $0.30.

❓ FAQ

How many reviews can I get? Apple's public review feed gives up to 500 reviews per country per sort order. With "most helpful" on, you get up to ~1,000 unique reviews per country — add more countries to get more.

Where do the insights come from? Simple, transparent phrase counting on the review text (no AI, no extra cost). Complaint phrases come from 1–2★ reviews, praise phrases from 4–5★.

Does it support Google Play? Not yet — iOS App Store only. Open an issue if you need it.

Can I monitor reviews automatically? Yes — schedule a daily run with Only reviews from the last N days = 1 and send results to Slack or email via Apify integrations.

Does it work with AI agents? Yes, via the Apify API and MCP server, with a full output schema.

⚖️ Legal

Uses Apple's official public customer-review RSS feed and iTunes Search/Lookup APIs. Collects only public review content and the public reviewer nickname shown on the App Store.

💬 Support

Want Google Play, more fields or a new insight? Open an issue on the Issues tab — we reply within 1–2 days.