Yelp Reviews Scraper – Star Ratings Review Text & Authors

🇨🇳 中文简介 (Chinese — China & Singapore): 需要批量抓取 Yelp 公开商家评论？本 Actor 从 yelp.com/biz 页面提取星级、评论文本、日期与作者昵称，按交付评论条数计费，无需自备 API Key——适合品牌声誉、本地服务拓客与竞品研究团队。立刻在 Apify 试跑，把评论数据导入表格、CRM 或 Claude / Cursor。

🇸🇬 Ringkasan Melayu (Singapore): Perlukan ulasan awam Yelp dengan pantas? Actor ini ekstrak rating bintang, teks ulasan, tarikh dan nama pengarang dari halaman yelp.com/biz. Bayar hanya untuk setiap ulasan yang dihantar; tiada API key. Sesuai untuk pasukan reputasi jenama dan penyelidikan di Singapura. Cuba di Apify Store hari ini.

🤖 NEW: Connect This To Your AI!

Want to use this scraper directly inside Claude, Cursor, or ChatGPT? Check out Skip Trace MCP Server. Combined IntelScrape agents over Model Context Protocol — autonomous leads, enrichment, outreach prep.

🏆 Featured Bots by IntelScrape

1. Yelp Reviews Scraper — Star Ratings, Review Text & Authors
2. Skip Trace PRO — Name, Address, Phone & Email People Lookup
3. TruePeopleSearch Scraper — Phone & Email Matches
4. TikTok Scraper — Emails & Influencer Leads
5. Amazon Product Review Scraper — Deep E-commerce & Review Extraction
6. Building Permit Scraper — US Cities Open Data
7. Google Maps No-Website Leads — Local Businesses Without a Website
8. Skip Trace MCP Server — Use IntelScrape inside Claude, Cursor, ChatGPT

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⚡ Use this Actor in n8n — no code

1. Add the official Apify node in n8n.
2. Connect your Apify API token.
3. Run Actor ID: IntelScrape/yelp-reviews-scraper.

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Yelp Reviews Scraper — clean public-page extraction with honest pay-per-result billing.
≈ $$1.00/1K + $0.005 actor start. No API key required.

Honest coverage & billing (read this): Source is public Yelp business pages only — not the Yelp Fusion API and not private messages. Billed $0.005 actor start + $0.001 per delivered review (apify-default-dataset-item) + optional $0.01 review-summary and $0.01 review-insights per business when those toggles are on (default). Empty parses are not billed as reviews. demoMode pushes fictional fixtures.

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🧭 Built for brand reputation, local SEO, agency review monitoring, and competitor research teams. Popular with teams in the US, China, and Singapore.

⭐ Store rating is driven by daily power users. If this Actor saves you time, please leave a review.

⚖️ Lawful business use only. Public pages only. You are liable for how you use the data.

📌 Examples in this README are fictional unless stated otherwise.

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Paid review insights

When includeReviewInsights is on (default), each successful run appends one review-insights row per business (rating breakdown, ranked complaint themes with severity, top negative terms from 1–2★ reviews, request snippets) and charges review-insights $0.01/business. Deterministic extractive analytics — no external LLM. SoftCTA mesh is retained on insights and each review row (Google/Trustpilot/Glassdoor/BBB · Maps Email / Website Leads / Contact / B2B / Email Finder / Phone · Facebook Ads · Amazon Product Review · TruePeopleSearch / Skip Trace PRO). SoftCTA only — no extra PPE.

Paid review summary + SoftCTA

When includeReviewSummary is on (default), each successful run appends one reviews-batch-summary row per business (avg stars, star histogram, SoftCTA mesh) and charges review-summary $0.01/business (Trustpilot parity). The summary row also bills as a normal dataset item.

Soft CTA — next steps after reviews

SoftCTA mesh deepened 7→14 on each review row, reviews-batch-summary, and review-insights (SoftCTA only — no extra PPE) — brand/contact/reviews/ads/people parity with trustpilot SoftCTA deepen 1.0.21:

• Google Reviews Scraper
• Trustpilot Reviews Scraper
• Glassdoor Reviews Scraper
• BBB Business Directory Scraper
• Google Maps Email Extractor
• Website Leads
• Contact Info Scraper
• B2B Lead Generator
• Email Finder Verified
• Phone Number Validator
• Facebook Ads Library Scraper
• Amazon Product Review Scraper
• TruePeopleSearch Scraper
• Skip Trace PRO

🕵️‍♂️ Why Choose Us vs. "Cheaper" Competitors?

Feature	Yelp Reviews Scraper (IntelScrape)	Thin scrapers
Input	yelp.com/biz/… URLs	Guesswork HTML dumps
Billing	Pay per delivered review	Rent-days / empty rows
Fields	Stars, text, date, author	Partial undocumented
Review summary	Paid review-summary per business (avg/histogram/SoftCTA)	Often missing
Review insights	Paid review-insights per business (themes/neg terms/requests)	Often missing / LLM-priced

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Quick start

{
  "businessUrls": ["https://www.yelp.com/biz/tartine-bakery-san-francisco"],
  "maxReviews": 50,
  "demoMode": false
}

Demo (fictional fixtures):

{ "demoMode": true }

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What you get

• reviewId
• businessName
• businessUrl
• rating
• text
• date
• authorName
• source

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Pricing (PPE — live)

Event	Price	When it fires
Actor start (apify-actor-start)	$0.005	Once per run
Review (apify-default-dataset-item)	$0.001	Each delivered row via pushData

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Legal

Public pages only. Not affiliated with the source sites. Lawful B2B / research use; you are responsible for compliance. Demo content is fictional.