Has Anyone Successfully Built or Used a Yelp Scraper for Data Collection?

Yo, I feel your pain. Yelp scraping is a nightmare. I used Scrapy with some custom scripts, but even then, Yelp’s anti-bot measures are brutal.

I’d suggest checking out ParseHub. It’s a no-code scraper that’s pretty user-friendly. Just be ready to tweak settings a lot. And yeah, proxies are your best friend here.

If you’re not super techy, maybe look into pre-built scrapers like Scrapy or Apify. They have Yelp-specific templates.