App Data
App name- App URL
- App icon
- Category
- Description
- Short description
- Developer name
- Developer URL
- App version
- Update date
Google Play Scraper
Use CoreClaw Google Play Scraper to collect public app data, reviews, ratings, developer details, and category signals from Google Play. Run a ready-made Worker, get structured results, and move the data into your ASO, research, or analysis workflow.
99%scraping success rate
JSON & CSVStructured output formats
No CodeBuilt for ASO and app research
100%Public data compliant
Google Play Scraping for Different Needs
Pick a ready-made Google Play Worker and start collecting structured data in minutes — no code required.
What You Can Extract from Google Play
Structured public data across four core Google Play data types — ready for your workflow.
Rating Data
- Average rating
- Rating count
- Review count
- Install range when visible
- Ranking signals when available
- Content rating
- Price
- In-app purchase signals
Review Data
- Review text
- Review score
- Review date
- Reviewer name when visible
- App version when visible
- Helpful vote signals
- Developer reply when visible
Developer Data
- Developer name
- Developer website
- Developer email when visible
- Privacy policy URL
- Developer profile URL
- Related app signals
Why Scrape Google Play Data?
Google Play's public data powers smarter decisions in ASO, user research, and competitor analysis — at scale.
Collect App Signals to Support ASO Research
Collect app names, descriptions, ratings, categories, and review signals from Google Play to understand what drives discoverability and ranking in the app store.
- Collect app metadata and keyword signals across categories
- Track ratings and review volume for ASO benchmarking
- Compare app positioning and description patterns across competitors
Extract Public Reviews to Understand User Sentiment
Extract public reviews to identify user complaints, feature requests, and sentiment trends — across your app or a competitor's.
- Collect public reviews at scale without manual copying
- Identify recurring complaints and feature requests
- Track sentiment shifts after app updates
Compare Competing Apps by Rating, Reviews, and Positioning
Compare competing apps by rating, review volume, description format, update signals, and category positioning to understand where they stand.
- Monitor competitor ratings and review trends over time
- Track update signals and app version changes
- Analyze description and keyword patterns across competitors
Get Google Play Data Without Coding
CoreClaw turns repeated Google Play research into a reusable data workflow — no scripts, no setup.
No-Code Scraper
Collect publicly available data without writing scripts. Run a ready-made Worker and get results immediately.
Data Export
Get structured data outputs in CSV, JSON, or Excel formats — ready for spreadsheets, databases, or BI tools.
2K Free Results Every Month
Receive 2,000 free results every month to lower testing and startup costs. No credit card required to get started.
100% Compliant
We only process publicly accessible data and follow relevant privacy and compliance requirements.
Custom Solutions
Customize data fields, scraping workflows, and delivery methods based on your business needs.
Cost Control
Pay only for successfully scraped data, with no hidden pricing. Scale up or down without long-term commitments.