Extract thousands of user reviews from the Apple App Store and Google Play Store — including ratings, text, reviewer details, version tags, and language — structured and delivered in any format you need.
Each review record comes fully structured — ready to load into your BI tool, sentiment model, or product analytics dashboard without any cleaning.
App review data is one of the richest unstructured sources of real user sentiment — used by product teams, marketers, and competitive intelligence analysts.
Track what users love and hate about competitor apps. Monitor rating trends over time. Detect when a competitor ships a bad update — before they recover.
Feed structured review text directly into your sentiment pipeline. Train topic models on real user language. Classify bugs, feature requests, and praise at scale.
Understand what real users struggle with in your own app or a competitor's. Surface recurring pain points without running surveys.
Get alerted when your app rating drops. Track reviewer sentiment by country. Monitor response rates and tone from competitor development teams.
Understand which keywords appear in high-rated reviews. Analyse what users mention in 5-star vs 1-star reviews to inform store listing copy.
Assess an app's real user satisfaction before acquisition. Identify review manipulation patterns. Build a historical rating profile for any target app.
Three sample rows from a real scraping run. Every field clean, typed, and ready to query.
| app_name | platform | rating | review_text | reviewer_country | app_version | review_date |
|---|---|---|---|---|---|---|
| Blinkit | Play Store | 5 | Super fast delivery, app is smooth and the search filters work really well now. Best q-comm app hands down. | IN | 23.4.1 | 2026-03-10 |
| Swiggy | App Store | 2 | App keeps crashing on checkout since the last update. Tried reinstalling, no fix. Very frustrating. | IN | 4.9.6 | 2026-03-09 |
| Zepto | Play Store | 4 | Great selection in my area. Wish the estimated time was more accurate — shows 10 min but takes 20. | IN | 2.8.3 | 2026-03-08 |
// 3 of N rows shown — full dataset delivered in CSV, JSON, or via API
No long onboarding. No complex contracts. Tell us what apps and markets you need — we deliver a sample before you pay anything.
Share the app names, store (App Store / Play Store), countries, and any filters — rating range, date range, or specific versions. We scope it in minutes.
Within 48 hours we send you a sample dataset from your target apps — real data, real structure. You see exactly what you're getting before you commit.
Once you're happy with the sample, we run the full extraction. For ongoing pipelines we set up daily or weekly refreshes delivered automatically.
CSV to email, JSON to your S3 bucket, or streamed to your database via API — whatever fits your workflow. No manual steps on your end.
We cover both major app stores across all available markets. If it has a public review page, we can extract it.
One-time dump or live pipeline — we adapt to your infrastructure, not the other way around.
Need a historical dataset of all reviews for a set of apps? We deliver a complete extract in your chosen format within 48 hours.
New reviews collected daily, weekly, or at a custom interval. Delta updates only — you receive only new reviews since the last run.
Query our review database via REST API. Filter by app, date, country, rating, or keyword. Integrate directly into your product or dashboard.
Tell us which apps and markets you need. We'll send you a real sample dataset — no commitment, no credit card, no sales call required.
Join 1,200+ companies using DataGators to outmaneuver the competition. Get a free, no-obligation data consultation — delivered within 24 hours.