Yelp has reviews for millions of local businesses. This data powers competitive analysis for restaurants, retail, services, and any local business.
What Yelp Review Data Contains
- Business name, address, category
- Overall rating (1-5 stars)
- Total review count
- Individual reviews: rating, text, author, date
- Photos, hours, price range
Use Cases
For local businesses: Monitor your own reviews + competitors. Identify common complaints and address them.
For franchises: Compare ratings across locations. Find underperforming outlets.
For investors: Review sentiment is a proxy for business quality. Declining ratings = potential trouble.
For real estate: Business density and quality data informs location decisions.
The Tool
Yelp Business Scraper extracts business listings and reviews as structured JSON. Search by category, location, or direct URL.
Also useful: Google Maps Scraper for Google review data, and Trustpilot Scraper for service company reviews.
All 77 tools: GitHub
Custom review analysis — $20: Order via Payoneer
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