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App Store Review Insights — Complaints, Trends & Reviews

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App Store Review Insights — Complaints, Trends & Reviews

App Store Review Insights — Complaints, Trends & Reviews

Pull iOS App Store reviews for any apps and countries, and get an instant insight report per app: rating trend, rating by version, top complaint and praise themes (EN + FR). Compare competitors in one run.

Pricing

Pay per event

Rating

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Developer

Loïc Fortin

Loïc Fortin

Maintained by Community

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Bookmarked

2

Total users

1

Monthly active users

2 days ago

Last modified

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Get iOS App Store reviews plus a ready-made insight report for any app, in any country, in one run. Built for product managers, app marketers, agencies and indie developers who want to know why an app's rating moves — not just download a pile of reviews.

What you get per app and country

  • Rating trend: average rating of the last 30 days vs the previous 30 days
  • Rating by app version: spot the release that broke things
  • Top complaint themes (from 1–2★ reviews): crashes & bugs, login & account, ads, price & subscription, speed, update & design, support, notifications, privacy, missing features — with counts, share and an example
  • Top praise themes (from 4–5★ reviews)
  • Complaint keywords and phrases
  • English + French theme detection (great for Canada and France)
  • Optional: every individual review (rating, title, text, version, date, votes) as JSON and CSV files — reviewer names are not collected
  • A Markdown summary (REPORT) in the key-value store, ready to paste into Slack or a doc

Compare competitors

Add several apps and countries — e.g. your app and three competitors in us, ca, gb — and compare complaint themes side by side.

Input

FieldExample
appshttps://apps.apple.com/us/app/instagram/id389801252 or 389801252
countries["us", "ca", "fr"]
maxReviewsPerCountryup to 500 (Apple's public feed limit)
includeReviewsfalse to get only the insight reports

Output example (insight item)

{"appName": "Instagram", "country": "ca", "reviewsAnalyzed": 120,
"averageRating": 2.48, "avgRatingLast30Days": 2.48, "negativeShare": 0.53,
"topComplaintThemes": [{"theme": "update & design", "mentions": 21, "shareOfGroup": 0.33, "example": "..."}],
"ratingByVersion": [{"version": "451.0.0", "reviews": 40, "averageRating": 2.1}]}

Pricing

Pay only for what you get: a small fee per review returned and per insight report (app × country). Turn off includeReviews to pay for reports only.

Notes

  • Uses Apple's public customer-review feed (most recent reviews, up to 500 per app per country).
  • Theme detection is keyword-based (no AI cost, instant, deterministic).
  • Not affiliated with Apple. Questions or a missing feature? Open an issue on the Actor page.