Yellow Pages Business Listings Scraper API
Pull business listings, ratings, contact info, categories, and locations from Yellow Pages business listing pages in one API call. Structured JSON or rendered HTML, whichever fits your pipeline.
Key Benefits:
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Mike Ritchie
CEO @ SeekWell
ScrapingBee simplified our day-to-day marketing and engineering operations a lot. We no longer have to worry about managing our own fleet of headless browsers, and we no longer have to spend days sourcing the right proxy provider
What Developers Pull from Yellow Pages
Scraping Yellow Pages usually means one of three jobs: gathering business phone numbers and contact details, mapping listings to their categories, or pulling website URLs and operating hours per business.
Gather phone numbers
Pull Yellow Pages business phone numbers, contact emails, and address details across categories. Feeds lead-generation and B2B outreach workflows.
Find business categories
Pull Yellow Pages business category mappings, primary classifications, and related-category tags. Feeds business-directory and market-research workflows.
Gather business websites and hours
Pull Yellow Pages business website URLs, operating hours, and years-in-business per listing. Feeds B2B-discovery and lead-enrichment workflows.
Transparent Yellow Pages Scraper API pricing
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How it works
Manually collecting data from Yellow Pages is slow, limited and hard to scale. That's why more and more teams choose our API.
Create an account - get instant access to API key and 1,000 free credits to get started
Install our Python SDK (or Node, Go, PHP, Ruby - pick your stack). Pulling Yellow Pages becomes a single function call per page. No proxy rotation, no headless Chrome to manage.
POST or GET the Yellow Pages URL to our API. We render business listing pages on yellowpages.com, handle anti-bot, and return rendered HTML (or structured JSON via extract_rules or ai_extract_rules).
When scraping Yellow Pages needs more, gain advanced parameters. render_js for JavaScript, stealth_proxy for CAPTCHAs, country_code for geo-targeting, ai_extract_rules for natural-language data extraction.
Yellow Pages Scraper API - From URL to Structured Yellow Pages Data
Pull Yellow Pages business listings at scale. Business name, phone, address, category, website URL, operating hours, ratings, and review count all parse in one call.
Send a natural-language spec via ai_extract_rules and get structured JSON of Yellow Pages business listings back, no selectors required.
AI Web Scraping
Capture full-page Yellow Pages screenshots through our Screenshot API. Useful for visual records of business listings.
Screenshot API
Use our Google Search API to extract relevant search results for the Yellow Pages platform, providing data and enhancing your data strategies.
Explore Google Search API
Click, scroll, wait for dynamic content to appear, or just run some custom JavaScript code. Our JavaScript scenarios simulate real user behavior.
JavaScript Scraping API
Pull Yellow Pages listings as clean Markdown, ready to feed into an LLM for lead-enrichment or B2B research workflows.
Data Scraping Tool
Scrape Yellow Pages by automating lead-collection workflows with n8n and our API. No scraper code required.
No Code Scraper
Trusted by 4,000+ developers and data teams
Scraping is 50% dealing with ever-changing HTML files and 50% massaging data into a useable format. ScrapingBee’s incredible AI feature can do both much better than I ever could. Now I can spend 100% of my time on what matters most; my business.
Arvid Kahl,
Founder at Podscan
ScrapingBee helps us to retrieve information from sites that use very sophisticated mechanism to block unwanted traffic, we were struggling with those sites for some time now and I'm very glad that we found ScrapingBee.
Anton R,
CTO
ScrapingBee clear documentation, easy-to-use API, and great success rate made it a no-brainer.
Dominic Phillips,
Co-Founder at CodeSubmit
I'm a PhD candidate with absolutely no web scraping experience and needed to scrape some data for a dissertation project. ScrapingBee helped me get the job done quickly and easily. Excellent customer support too. Couldn't be happier!
Sam,
PhD candidate
So easy to set-up, straightforward and performance. They are reachable and kind, they introduced us properly their tool and offered the best solution for our need.
Maxime Y,
Product Manager @ NordFolk
Great SaaS tool for legitimate scraping and data extraction. ScrapingBee makes it easy to automatically pull down data from the sites that publish periodic data in a human-readable format.
Andy Hawkes,
Founder at Loadster
Good experience. I found this proxy service more effective compared to previous ones that were being used. It is fast and efficient.
Aayushi,
Senior analyst
Fantastic service: works flawlessly, best support I've experienced. It just works: and its parsing meta-language is wonderfully powerful. Most importantly, the support I've received has been superlative.
Mike P.,
VP
Excellent service, glad we made the switch! We could always dedicate resources and build our own systems for everything... or we could simply call the scrapingBee API and focus on the data. It makes our work so much easier.
Daniel L,
Lead dev
Recognized for excellence
in web scraping
You're in great company
3,500+ developers use ScrapingBee to handle proxies, browsers, and anti-bot bypass.
The Yellow Pages Surface. Mapped
Every Yellow Pages business listing returns name, phone, address, category, website URL, operating hours, ratings, review count, and years in business.
Setup in Under Five Minutes
Working code samples per language. Test in the dashboard request builder first, then drop the generated snippet into your codebase.
DocumentationYellow Pages Response. Parsed and Structured
Hand us a Yellow Pages URL. We render, parse, and return business listings, ratings, contact info, categories, and locations, no HTML parsing on your side.
Web Scraping API
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Developer Experience
Top-rated support &
documentation
Our team is here to guide you when you need the extra assistance. And we're constantly working on new features to make your life easier.
Fantastic documentation
Take a look at our documentation and get started in minutes!
Code samples
Whatever the programming language you enjoy, we have written code examples in Java, Python, Go, PHP, cURL and JavaScript.
Knowledge base
Our extensive knowledge base covers the most frequent use cases with code samples.
Exceptional support
Fast, engineer-led support via live chat or email
Explore web scraping insights
Check out our documentation to find out more on how to utilise our API for your scraping needs.
AI Data Extraction
JS Rendering
Stealth Proxy
Screenshots
Custom Cookies
Download Images
More markets. More opportunities.
Expand your data collection beyond this scraper.
Why ScrapingBee?
The most reliable web scraping API, trusted by 4,000+ developers worldwide.
- Data analysts
- Growth teams
- Developers
- E-commerce businesses
GDPR and CCPA compliant
ScrapingBee does not collect or store personal data from scraped sites unless their user explicitly requests it.
CAPTCHA bypass capacity
We handle proxy rotation to avoid IP-based blocking. With headless browser rendering, we mimic real user browsing behaviour and reduce the blocking risk.
Scalable
The platform scales smoothly with thousands of headless browsers and rotating proxies, ensuring fast, reliable performance even during traffic spikes.
Speed and accuracy
We deliver fast, reliable results in 1-5 seconds with high accuracy across most sites, even JavaScript-heavy ones.
Yellow Pages Scraper API: Your Questions Clarified
No external account required. Sign up for one of our API keys (1,000 free credits, no card), send the URL, and we handle the rest.