10,000+ App Store & Google Play Apps with Ratings + Review Sentiment — Monthly
Mobile app metadata from the Apple App Store and Google Play with ratings, rankings and derived review sentiment/topic metrics — a clean, affordable alternative to $2,000/month app intelligence platforms. A Raw-Content review-text edition for LLM training is available separately.
- Records
- 10,000+ apps
- Refresh
- Monthly refresh
- Formats
- CSV + Parquet
- Coverage
- US, UK, EU app storefronts
What you get
- 10,000+ apps across iOS and Google Play with full public metadata (ratings, rank, pricing, developer)
- Derived review metrics: sentiment score, topic tags and rating-trend deltas — no third-party review text included
- Monthly historical trend fields for tracking rating and rank movement
- Full data dictionary, datasheet and tiered license included
- Per-record provenance: source URL + collection timestamp
Sample preview
Placeholder preview rows — a free sample of the Derived-Metrics edition with identical schema will be published on Kaggle / Hugging Face. The Raw-Content edition has no public sample (≤100-record preview on request).
| app_name | store | category | rating_avg | rating_count | sentiment_score | rank_in_category |
|---|---|---|---|---|---|---|
| FitTrack Pro | ios | Health & Fitness | 4.6 | 128430 | 0.62 | 12 |
| BudgetWise | google_play | Finance | 4.2 | 54211 | 0.35 | 28 |
| LingoLeap | ios | Education | 4.8 | 301287 | 0.74 | 3 |
| TaskForge | google_play | Productivity | 3.9 | 18754 | 0.11 | 47 |
| SnapRecipe | ios | Food & Drink | 4.4 | 22903 | 0.48 | 19 |
Data dictionary summary
Key fields — the full data dictionary ships with every purchase.
| field | type | description |
|---|---|---|
| app_id | string | Store-native app identifier |
| store | string | ios / google_play |
| app_name | string | App display name |
| category | string | Store category |
| developer | string | Developer / publisher name |
| rating_avg | float | Average star rating (0–5) |
| rating_count | int | Total number of ratings |
| price_usd | float | List price in USD (0 = free) |
| sentiment_score | float | Derived review sentiment (−1 to 1) |
| top_topics | array<string> | Derived complaint/praise topic tags |
| rank_in_category | int | Category rank at collection time |
| source_url | string | Public URL the record was collected from |
| collected_at | timestamp | UTC collection timestamp |
Coverage statistics
- Apps
- 10,000+
- Stores
- App Store + Google Play
- Categories
- 5 major categories
- Derived metrics
- Sentiment · topics · trends
- Storefronts
- US · UK · EU
- History
- Monthly snapshots since Feb 2026
Pricing
Derived-Metrics Edition
Ratings, rankings and derived sentiment/topic metrics. No third-party review text or images included.
| Tier | Scope | One-time snapshot | Subscription |
|---|---|---|---|
| S — Category slice | Single category, one store (iOS or Play), ≤2,000 apps | $149 | $69/mo |
| M — Category, both storesPOPULAR | Single category iOS+Play with sentiment/topic metrics, ≤5,000 apps | $399 | $179/mo |
| L — Multi-category pack | 5 categories, both stores, with trend history, ≥10,000 apps | $999 | $399/mo |
Raw-Content Edition (AI training)
Includes full review text with reviewer handles pseudonymized. Sold under the AI-Training license tier; buyers are responsible for confirming their training use complies with applicable rules (License §6A). Preview limited to ≤100 records on request.
| Tier | Scope | One-time snapshot | Subscription |
|---|---|---|---|
| S — Category slice | Same coverage as above, with full review text | $449 | $209/mo |
| M — Category, both stores | Same coverage as above, with full review text | $1,199 | $539/mo |
| L — Multi-category pack | Million-scale review corpus, deduped + PII-scrubbed | $2,999 | $1,199/mo |
AI-training use requires the AI-Training tier (1.5× base); redistribution licensing is quoted individually. Annual subscriptions get 2 months free. License details →
Update frequency & delivery
- Refreshed monthly: metadata, ratings and derived metrics re-collected for all covered categories
- Trend fields (rating/rank deltas) computed against prior monthly snapshots
- Subscriptions receive each new monthly snapshot automatically via download link
Compliance & provenance
Collected only from publicly accessible pages and endpoints — no login-required data, no CAPTCHA solving, no forged authentication. Collection is rate-limited with an identified User-Agent, and collection logs are retained. PII is removed or pseudonymized. Every record carries its source URL and collection timestamp. Sold under a tiered commercial license.
FAQ
Does this include review text?
The Derived-Metrics edition does not — only derived scores and topics. The Raw-Content edition includes full review text under the AI-Training license tier.
Can I train AI models on it?
Yes — the Raw-Content edition is designed for LLM training and is sold on the AI-Training tier. Buyers confirm their use complies with applicable text-and-data-mining rules (License §6A).
How is PII handled?
Reviewer usernames are pseudonymized; emails and phone numbers are masked.
Can I get a custom category or storefront?
Yes — custom slices on request via the contact form.