App Store and Google Play Reviews to Complaint Themes

Exports public App Store reviews and deterministic theme rows, with safe best-effort Google Play handling.

Turn any review set into themes, complaints, sentiment % and trends.

iOS & Android App Review Scraper

taroyamada/app-review-cross-platform-intelligence

Extract user reviews from both the App Store and Google Play into one dataset. Analyze recurring complaints, flag rating drift, and generate ASO summaries.

App Store Reviews Scraper - iOS Ratings & Complaint Themes

webdata_labs/apple-app-store-reviews-scraper

[💵 $2.50 / 1K] Export Apple App Store reviews with app metadata, rating distribution, complaint themes, version signals, and summary rows. Not just raw review text.

App Store & Google Play Review Sentiment Analyzer

jurassic_jove/app-store-google-play-review-sentiment

Scrape Apple App Store and Google Play reviews and get an AI cross-platform sentiment report: overall + per-store sentiment, top complaints/praises, and exactly where iOS and Android users disagree. Fully managed AI, no setup.

Google Play Review Monitor - Android App Review Tracker

constant_quadruped/google-play-review-monitor

Monitor Google Play Store apps for new user reviews, version-correlated complaints, sentiment themes, rating/version deltas, and a 'what changed since last run' digest. Pure HTTP on Google Play's public endpoints. The Android twin of App Review Radar.

Scrape public Apple App Store and Google Play app metadata by app ID — title, developer, description, category, price, rating, rating count, version, icon, screenshots. Watch mode returns changed records. Public, logged-out.

App Store & Google Play Review Analyzer

tuhin/app-review-analyzer

Scrape App Store reviews and Google Play ratings, then analyze sentiment, rating distribution, top complaints and praises, and keyword themes.

App Release Review Regression Report

taroyamada/app-release-review-regression-report

Turn public App Store and Google Play review signals into release regression reports, QA backlog candidates, and prioritized product actions.

Scrape public Apple App Store reviews for any app by ID — rating, text, version, author, developer response, and date. Watch mode returns only new reviews since the last run. Public, logged-out, no CAPTCHA/login defeating.