Google Play Reviews Intelligence & Insights Scraper

Extract structured Google Play app reviews and turn them into actionable market intelligence. Analyze user feedback, ratings, and trends across multiple apps with powerful filters.

Main Use Cases

• Sentiment analysis — Create datasets for NLP and sentiment modeling
• App market intelligence — Research competitor apps and user feedback
• Bug and complaint mining — Identify common issues from user reviews
• ASO optimization — Understand keyword sentiment and user expectations
• AI/LLM training — Build fine-tuning datasets from real user feedback

How It Works

This Actor searches Google Play Store by keyword, discovers apps, and extracts reviews with metadata. It supports language/country targeting, rating filters, and deduplication.

Extract Google Play App Reviews

The Actor extracts comprehensive data including:

• App metadata: Title, developer, summary, average score, install counts
• Reviews: Author, rating, text, timestamp, reactions, app version
• Context: Language, country, data source

Input Parameters

Search Term (term)

Keyword to search apps: "chatgpt", "instagram", "tiktok"

Max Reviews (maxItems)

Total reviews to collect (default 50)

Apps Limit (appsLimit)

Apps from search results (default 5)

Reviews per App (reviewsPerApp)

Max reviews per app batch (default 100)

Sort (sort)

• newest — Most recent (default)
• rating — By rating
• helpfulness — Most helpful

Country/Language

• country: us, gb, de, etc.
• language: en, de, etc.

Filters

• uniqueOnly: Remove duplicates (default true)
• ratingFilter: Exact rating 1-5 (0 = all)
• keywords: Only reviews containing keywords
• recentDays: Only last N days (0 = off)

Output Fields

Field	Description
appTitle	App name
appId	Package identifier
appDeveloper	Developer name
appScore	Average rating
appInstalls	Install count
reviewAuthor	Reviewer name
reviewRating	Star rating
reviewText	Review content
reviewDate	Timestamp
reviewVersion	App version
language	Review language
country	Review country

Example Input

{
  "term": "chatgpt",
  "maxItems": 200,
  "appsLimit": 3,
  "reviewsPerApp": 100,
  "sort": "newest",
  "country": "us",
  "language": "en",
  "uniqueOnly": true,
  "ratingFilter": 0,
  "keywords": [],
  "recentDays": 30
}

Related Actors

App Store Data

• App Store Reviews Scraper — iOS App Store reviews
• App Follow Scraper — Multi-store review monitoring

Sentiment Analysis

• ChatGPT Scraper — AI sentiment analysis
• Twitter Sentiment Scraper — Social sentiment

FAQ

Why use this actor instead of the official API?

Google Play has no official public reviews API. This Actor extracts structured review data for analysis.

How do I get ChatGPT reviews?

Set term: "chatgpt" and adjust appsLimit to control how many apps to scan.

Is scraping Google Play legal?

This Actor extracts only publicly available review data. Use responsibly and in compliance with Google's terms.

Can I train AI models with this data?

Yes. The output is optimized for sentiment analysis and LLM fine-tuning datasets.