App Store & Google Play Apps with Ratings + Review Sentiment — Monthly

What you get

• 6,700+ 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

First 50 rows of the real free-sample file — the identical schema you get in every package. Click a column to sort, or filter across all rows.

Data dictionary summary

Key fields — the full data dictionary ships with every purchase.

Coverage statistics

Records

105,841

Largest package

12.6 MB

Full package inventory

Every package registered in the delivery catalog for this dataset — 20 packages, 335.8 MB total , 3,680,890 rows. Sizes, row counts and SHA-256 checksums come straight from the packaging pipeline.

How to get this data

All packages are hosted on the Hugging Face Hub: free/open packages live in a public dataset repo (direct downloads, no signup); paid or restricted editions are delivered from a private repo with token access after approval.

# Machine-readable package index (size / sha256 / rows / channels)
curl -s https://data.zalize.com/datasets/app-store-apps-review-sentiment-dataset/packages.json | jq '.packages[0]'

# Request a free sample (signed link sent to your email)
curl -X POST https://dl.zalize.com/api/sample \
  -H 'Content-Type: application/json' \
  -d '{"dataset":"app-store-apps-review-sentiment-dataset","email":"you@company.com"}'

Protocol access (hf://, resolve links, token auth for private repos) is documented in the developer docs →

Pricing

Full-text edition available to qualified buyers on request — contact us.

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