App Review Intelligence — Data Pack

Your apps. Your competitors. Clean, portable review data. Track the apps you choose across iOS App Store and Google Play — every public review, cleaned and normalized, delivered on schedule as CSV + JSON. No scraper to build, no dashboard to rent. Just structured data you pipe into your own spreadsheets, BI, or LLM workflows.

Built from publicly available app-store review pages. Factual public data for product and market research — not financial or investment advice. Not affiliated with, endorsed by, or sponsored by Apple, Google, the App Store, or Google Play. No private user data — reviewer identities removed.

Pick your plan

Choose the apps you care about at setup — your product and your competitors. Annual plans are billed as two months free. Most teams pick Pro.

How it works: subscribe → pick your apps at the setup link → first delivery within 24 hours. Change your watchlist as your tier allows.

How the watchlist works

After checkout you get a setup link. Paste the App Store / Google Play URLs of the apps you want — your product and your competitors. We collect each app once, normalize iOS and Android into one schema, and deliver your set on your tier’s schedule. Change your apps per your tier (monthly on Starter/Pro, anytime on Research Plus).

What you get — 12 datasets

• Cross-platform reviews (normalized) — every review, iOS + Android, one schema, source-linked.
• iOS reviews and Google Play reviews — per-platform, full fidelity.
• App metadata — version, developer, category, rating counts.
• Ratings summary and rating distribution by app.
• Daily review volume — trend lines per app.
• Recent negative and recent positive subsets — triage fast.
• Developer-response coverage — who’s replying, how fast.
• Version feedback summary — sentiment per release.
• Watchlist benchmark (Pro+) — your tracked apps ranked against each other.

Formats: CSV + JSON. Delivery: email each cycle + a license-gated download link; webhook option on Pro and above. Reviewer identities are removed — no private user data.

Try a free sample first

Get a 30-app demo dataset — exactly what your feed looks like. Enter your email and we’ll send the download link.

Prefer it emailed? Enter your email and we’ll send the download link.

Download the free sample

One-time category benchmarks

Prefer a fixed-category snapshot over a live feed? Buy once, no subscription. Each: every public review + ratings-by-app + recent ± + daily volume, CSV+JSON.

• Fitness · 3 apps · 1,350 reviews · $79 — Buy
• Top Finance · 4 apps · 1,800 reviews · $99 — Buy
• Streaming · 3 apps · 1,350 reviews · $79 — Buy

FAQ

What formats? CSV and JSON, every dataset, both platforms in one normalized schema.
How often does it refresh? Weekly (Starter/Pro), daily (Research Plus).
Can I change which apps I track? Yes — monthly on Starter/Pro, anytime on Research Plus.
How is delivery secured? A license key gates your download; bundles are private to you.
Can I cancel? Anytime — you keep access until the end of your paid period. See our Refund Policy.
Is this affiliated with Apple or Google? No. We’re not affiliated with, endorsed by, or sponsored by Apple, Google, the App Store, or Google Play. We compile publicly available review pages.
What does “public data” mean here? Reviews that anyone can read on the public app-store listing — cleaned and structured, with reviewer identities removed.

Built from publicly available app-store review pages. Provided as factual public data for product and market research — not financial or investment advice. Not affiliated with, endorsed by, or sponsored by Apple, Google, the App Store, or Google Play. No private user data, contact information, or personal profiles.

Prefer to run it yourself? Use the App Store Reviews and Google Play Reviews Actors directly.