
Enter business URLs to batch extract Yelp reviews, including authors, ratings, dates, content and images. No coding required, export structured data in CSV/JSON with one click.
Yelp Reviews Scraper is an automated data extraction tool specifically designed to batch collect review author, rating, date, review text, images, interaction feedback and other data from public Yelp business pages via business URLs. Using CoreClaw, you can obtain structured data without code, helping competitor analysis, reputation research and market research.
| 👤 Review Author and User Information | ⭐ Review Star Rating |
| 📅 Review Publication Date | 📝 Complete Review Text Content |
| 🖼️ Review Images | 👍 Other User Interaction Feedback |
| 💬 Business Response | 🏆 Elite Member Status Identifier |
| 📍 Check-in Status | 🏪 Reviewed Business Name |
| 🔗 Business Page Link | ✅ Recommended/Non-recommended Review Identifier |
CoreClaw Yelp Reviews Scraper handles proxy rotation, task scheduling, data standardization and final delivery in the background for you. In just a few minutes, you can get data through the following steps:
Input the Yelp business page links you want to scrape. You can add single business links or set filter criteria.
Example: https://www.yelp.com/biz/the-round-hearth-caf%C3%A9-and-marketplace-stowe?osq=Sandwiches

For easy viewing, output results are displayed in table and tab formats. You can choose to download results in CSV/JSON format. Below is an example of business review data scraped using business URLs:

Through this collection tool, you can extract comprehensive review-related information from Yelp. If you need additional information, please contact us.
This collection tool requires absolutely no programming knowledge. We have designed an extremely user-friendly graphical interface for non-technical users. The entire operation process only involves clicking and basic information input, without writing any code.
You can export collection results to JSON, CSV and other structured data formats.
Yes. Each time the tool is called, it immediately scrapes the latest public data from Yelp, ensuring results are synchronized with platform data in real time.
We ensure the collection process is stable and compliant through multiple technical means. Our goal is to provide you with safe, sustainable data acquisition services, not one-time data retrieval.
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