Google Play Reviews Scraper - App Feedback Export

Extract public Google Play reviews for one Android app or a batch of apps. Export review text, star ratings, timestamps, helpful votes, app versions, and developer replies as flat JSON or CSV-ready records. No Google API key is required.

What data can I extract?

• App package ID and unique review ID
• Reviewer display name and public image URL
• Full review text and one-to-five star score
• Helpful-vote count and review timestamp
• Review/app version fields
• Developer reply and reply timestamp
• Language and country context used for extraction

Input example

{
  "app_ids": [
    "com.spotify.music",
    "com.google.android.youtube"
  ],
  "max_items": 50,
  "sort": "newest",
  "language": "en",
  "country": "us"
}

max_items applies per app. You can also use app_id for a single package ID or full Google Play URL and filter to a score from 1 through 5.

Output example

{
  "app_id": "com.spotify.music",
  "review_id": "gp:AOqp...",
  "user_name": "Alex",
  "user_image": "https://play-lh.googleusercontent.com/...",
  "text": "Useful app and easy to navigate.",
  "score": 5,
  "thumbs_up": 42,
  "review_version": "8.9.10",
  "app_version": "8.9.12",
  "reviewed_at": "2026-09-09T14:30:00",
  "developer_reply": "Thanks for your feedback.",
  "developer_replied_at": "2026-09-10T08:15:00",
  "language": "en",
  "country": "us"
}

Common use cases

• Monitor product sentiment and newly reported defects
• Compare reviews across competing Android apps
• Collect low-star feedback for support or product teams
• Analyze developer-response coverage and response time
• Give AI agents bounded app-feedback datasets for summarization

Use with AI agents and MCP

Example agent intent:

Collect the 100 newest one-star reviews for Spotify in the US English store, including review text, version, timestamp, and developer reply.

{
  "app_id": "com.spotify.music",
  "max_items": 100,
  "sort": "newest",
  "score": 1,
  "language": "en",
  "country": "us"
}

Pricing and cost control

The suggested launch price is $0.002 per result. Output charges are approximately $0.20 for 100 reviews or $2.00 for 1,000, plus any platform charges displayed by Apify. For batches, multiply max_items by the number of apps to calculate the maximum possible output. The live Store pricing is authoritative.

Reliability

The Actor uses a stable endpoint client with retries, continuation-token pagination, review-ID deduplication, per-app failure isolation, and a hard failure when every requested app fails. This is endpoint-contract monitoring rather than DOM selector healing.

Limitations and responsible use

• Public Google Play reviews only.
• Availability can differ by language and country.
• Deleted, moderated, or region-restricted reviews cannot be returned.
• Upstream fields may be absent for some reviews.
• Use public review data in accordance with applicable law and platform terms.

FAQ

Can I scrape reviews for several apps in one run?

Yes. Supply up to 25 package IDs or Play Store URLs in app_ids.

Can I filter Google Play reviews by star rating?

Yes. Set score from 1 to 5.

Can I export reviews to CSV or Excel?

Yes. Download either format from the Actor's default dataset.

See CHANGELOG.md for maintained schema changes.