App Reviews Scraper — Google Play & Apple App Store

Scrape app reviews from both the Apple App Store and Google Play into one unified schema. Paste app URLs, IDs, or search by name; pull reviews across multiple countries with rating filters and app metadata attached. No login, no API key.

Built for product teams, ASO/marketing, app support, competitor intelligence, and review sentiment/theme analysis.

Why this scraper

• Two stores, one schema — App Store and Google Play reviews come back as identical rows, so you can analyze them together instead of stitching two tools.
• Bulk & multi-country — many apps × many countries in a single run. Reviews are country-specific on both stores; add countries for wider coverage.
• Flexible input — paste App Store / Google Play URLs or IDs (auto-detected), or search by app name. Play name-search is title-validated so you don't scrape the wrong same-named app.
• App metadata included — title, developer, overall score, and total rating count on every review.
• Monitoring-ready — newest-first sorting and per-app resume make scheduled daily runs cheap and incremental.
• Filters — pull only 1–2★ complaints for support, or 4–5★ for testimonials.

Input

{
    "appUrls": [
        "https://apps.apple.com/us/app/spotify/id324684580",
        "https://play.google.com/store/apps/details?id=com.spotify.music"
    ],
    "searchTerms": ["notion"],
    "searchStore": "both",
    "countries": ["us", "gb", "de"],
    "sortBy": "newest",
    "maxReviewsPerApp": 200,
    "minRating": 0,
    "maxRating": 5
}

Field	Default	Description
appUrls	—	App Store / Google Play URLs or IDs (numeric = App Store, dotted = Google Play)
searchTerms	[]	App names to resolve to apps instead of URLs
searchStore	both	Resolve search terms on both, appstore, or googleplay
maxAppsPerSearch	3	Top matches to take per search term, per store
countries	["us"]	Two-letter country codes
languages	["en"]	Language for Google Play content/metadata
sortBy	newest	newest, rating, or mostRelevant
maxReviewsPerApp	200	Cap per app per country
minRating / maxRating	0 / 5	Star-rating filter
includeAppMetadata	true	Attach app title/developer/score to each review

Provide appUrls, searchTerms, or both.

Output

One dataset item per review, identical shape across stores:

{
    "store": "googleplay",
    "appId": "com.spotify.music",
    "appTitle": "Spotify: Music and Podcasts",
    "appDeveloper": "Spotify AB",
    "appScore": 4.34,
    "appRatingCount": 36101607,
    "country": "us",
    "reviewId": "…",
    "author": "Kaz 4life",
    "rating": 1,
    "title": null,
    "text": "…",
    "appVersion": "9.1.72.1891",
    "thumbsUp": 0,
    "date": "2026-08-10T22:27:17.000Z",
    "replyText": null,
    "replyDate": null,
    "scrapedAt": "2026-08-11T22:40:00.000Z"
}

App Store rows use the same fields; title carries the review headline, voteSum/voteCount carry helpfulness, and date is null (Apple's public feed omits per-review timestamps — sort by newest returns most-recent-first regardless).

Pricing

Pay per event — $0.20 per 1,000 reviews ($0.0002 per review) plus a negligible actor-start fee ($0.00005 per GB of memory). Platform usage (compute, proxy, storage) is included.

Run	You pay
1 app, newest 200 reviews	$0.04
10 competitor apps × 500 reviews	~$1.00
50 apps × 3 countries × 200 reviews	~$6.00

Set Maximum total charge on the run to cap spend; the actor stops cleanly at the cap.

Use cases

• Review monitoring — schedule daily newest-first runs on your apps and competitors.
• Support triage — filter to 1–2★ reviews and route them to your helpdesk.
• ASO & product — track sentiment and feature requests across versions and countries.
• Competitor intelligence — pull a competitor set in one run and compare.
• AI/sentiment — feed unified reviews into LLM theme/sentiment pipelines.

Limitations

• The Apple App Store's public review feed returns at most ~500 recent reviews per country. For more history, add more countries. Google Play supports deep pagination (thousands of reviews).
• Apple reviews via the public feed don't include per-review dates; results are still ordered newest-first. Google Play reviews include full timestamps.
• Reviews are country-specific; a single country won't contain the whole global review set.

FAQ

Do I need an API key or login? No. Both stores' public endpoints are used.

Can I get developer replies? Yes, on Google Play (replyText/replyDate). Apple's public feed doesn't expose replies.

How do I monitor an app daily? Put its URL in appUrls, set sortBy: newest, and schedule the actor from the Schedules tab. Per-app resume keeps re-runs efficient.

What if two apps share a name? Use the exact store URL/ID for certainty; search results on Google Play are validated against the query name to avoid mismatches.