Yelp Business Scraper

Extract business listings, reviews, and competitive data from Yelp for local SEO analysis, lead generation, and reputation monitoring.

Business Data:

• Business name, address, phone, website
• Category, price range, and hours
• Star rating and review count
• Photos with captions
• Amenities and highlights
• Health/safety measures

Review Extraction:

• Full review text with date and rating
• Reviewer name, location, and review count
• Owner/manager responses
• Photo reviews with images
• Useful/funny/cool vote counts
• Elite reviewer identification

Search Modes:

• Keyword + location search
• Category browsing
• Competitor radius search
• 'Best of' list scraping
• Recently opened businesses

Lead Generation:

• Businesses without websites (sell web design)
• Low-rated businesses (sell reputation mgmt)
• No-photo businesses (sell photography)
• Businesses not responding to reviews

Tech Stack:

• Python + Playwright
• Anti-detection with stealth mode
• CSV/JSON export
• Docker deployment