Chocodata
public Via Universal scraper Reviews

Yellow Pages Scraper API

Access any Yellow Pages page using our Yellow Pages Scraper API. Point one API request at a Yellow Pages URL and get structured JSON back while we get past CAPTCHAs, IP rate limiting, IP blocking, and headless-browser detection through residential proxies. Get back fields like business name, address, phone number, business category as structured JSON.

Get your free API key Browse all scrapers

check_circle 1,000 free requests/month. No credit card. Residential proxies.

Request 
curl "https://api.chocodata.com/api/v1/universal/get?api_key=YOUR_API_KEY&url=https://www.yellowpages.com/"
JSON Response
200 OK 
{
  "success": true,
  "url": "https://www.yellowpages.com/",
  "status": 200,
  "content": "parsed Yellow Pages page content..."
  // + more fields
}
lan 235 targets
vpn_lock Residential proxy network
data_object Structured JSON
redeem 1,000 free requests/mo

Yellow Pages is served through the Universal Web Scraper API

You scrape Yellow Pages with Chocodata's Universal Web Scraper API: point it at any Yellow Pages URL and get the page back as structured JSON. Residential proxies, rotation, and retries are handled for you, with no Yellow Pages-specific setup. The same API key and credits work here as on every dedicated endpoint.

Universal scraper Start free

About Yellow Pages

YellowPages.com is a US online business directory listing local companies and services by category and location. Its public search and listing pages expose business names, addresses, phone numbers, categories, and customer ratings that are worth scraping for local-business and lead data.

Scraping note: Results paginate via the page query parameter and the directory applies rate limiting, so iterate pages with realistic headers and measured pacing.

Example Yellow Pages page

https://www.yellowpages.com/search?search_terms=plumbers&geo_location_terms=Dallas%2C+TX

Pass a URL like this as url= to the Universal Web Scraper API and get it back as JSON.

Fields you can extract from Yellow Pages

check_small business name check_small address check_small phone number check_small business category check_small website check_small star rating check_small years in business

Common use: A lead-generation tool scrapes YellowPages.com search results to build a list of local businesses in a category with their contact details.

Everything you need to scrape Yellow Pages

Residential proxies keep your own IP out of every request, the JSON comes back clean, and 1,000 free requests a month let you prove yellow pages scraper works before you add a card.

data_object

Clean structured JSON

The Yellow Pages page comes back as JSON in the parse mode you choose: auto, html, text, or json. No selectors to maintain for yellow pages scraper.

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Bypasses CAPTCHAs and anti-bot defenses

We get past CAPTCHAs, IP rate limiting, IP blocking, and headless-browser detection on Yellow Pages using rotating, country-matched residential proxies, so requests look like real users and your own IP stays private.

api

One API call

Scraping Yellow Pages is one simple API call. The same key works across our whole web scraping API: all 235 targets, any language, no SDK required.

travel_explore

Geo-targeting and JS rendering

Pass a country for proxy geo-targeting and turn on JavaScript rendering when a Yellow Pages page needs it. yellow pages data api handles dynamic content and region-locked results.

Scrape Yellow Pages in one API request

Point the Universal Web Scraper API at any Yellow Pages page and get structured JSON back. You supply the URL; Chocodata handles the blocks, rotation, and retries that make scrape yellow pages hard to run yourself.

  • check_circle JSON in the parse mode you choose
  • check_circle Residential-proxy infrastructure
  • check_circle Only successful 2xx responses are billed
Get your free API key

Request

curl "https://api.chocodata.com/api/v1/universal/get?api_key=YOUR_API_KEY&url=https://www.yellowpages.com/"

Response

{
  "success": true,
  "url": "https://www.yellowpages.com/",
  "status": 200,
  "content": "parsed Yellow Pages page content..."
  // + more fields
}

Parameters

Yellow Pages routes through the Universal Web Scraper API, so the parameters are the universal ones: the URL to fetch, an optional parse mode, and an optional country for proxy geo-targeting.

Parameter Type Required Example
url string required https://example.com
parse enum optional auto
country string optional us

Enum parameters accept a fixed set of values. For example, parse accepts auto, html, text, json.

What you can build with Yellow Pages data

Once the scraping API returns Yellow Pages search data as clean JSON, these are the patterns teams reach for most.

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Data Aggregation

Pull Yellow Pages search records into your own warehouse and analyze them on your terms.

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Market Intelligence

Track Yellow Pages search data over time to spot market shifts before competitors do.

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Competitor Monitoring

Watch rivals on Yellow Pages and alert your team when prices, ranks, or listings change.

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Lead Generation

Turn Yellow Pages search data into targeted lead lists and feed them into your CRM.

Why developers pick Chocodata for Yellow Pages

bolt

Fast at the tail

Median 2.6 s per request with multi-tier retry, so latency stays predictable even when Yellow Pages fights back.

verified_user

Parity-checked output

The Universal scraper returns the live page faithfully in your chosen parse mode.

hub

One key, 235 targets

The same scraping API key that scrapes Yellow Pages works across every other target, with official Node, Python, and Go SDKs.

Simple pricing that scales with you

Start free with 1,000 requests a month and 5,000 credits, no credit card. Scale on monthly plans from $19, or top up pay-as-you-go at $0.90 per 1,000 successful requests. Only successful 2xx responses are billed, and every plan covers the full scraping API: all 235 targets and every endpoint.

Free

$0

Forever free on signup

  • check_circle1,000 requests / month (5,000 credits)
  • check_circle10 concurrent requests
  • check_circleAll 237 targets
  • check_circleFull dashboard + analytics
  • check_circleTop-up at $0.90 / 1k
  • check_circleCommunity support
Start free
Most popular

Vibe

$19 / month

$0.70 / 1k effective

  • check_circle27,000 requests / month (135,000 credits)
  • check_circle30 concurrent requests
  • check_circleAll 237 targets + content-language
  • check_circleCountry-matched residential IPs
  • check_circlePer-API-key usage tracking
  • check_circleTop-up at $0.90 / 1k
  • check_circleEmail support (1 business day)
Get Vibe

Pro

$49 / month

$0.60 / 1k effective

  • check_circle82,000 requests / month (410,000 credits)
  • check_circle50 concurrent requests
  • check_circlePriority routing queue
  • check_circleCountry-matched residential IPs
  • check_circleTeam seats (up to 5)
  • check_circleTop-up at $0.90 / 1k
  • check_circleEmail + chat support
Get Pro

Custom

$100-$2k / month

Flat $0.50 / 1k effective at every level

  • check_circle200k - 4M+ requests / month
  • check_circle100-500+ concurrent requests
  • check_circlePriority queue (highest)
  • check_circlePremium proxy pool + SLA on request
  • check_circleUnlimited team seats
  • check_circleWire / invoice / annual PO
  • check_circleDedicated Slack channel
Pick Custom level

Pay-as-you-go top-up

$0.90 / 1,000 successful requests

Available on every plan including Free. Top up any time when included credits run out. Only 2xx responses charged. Balance never expires.

See full pricing and calculator →

Yellow Pages Scraper API FAQ

Is it legal to scrape Yellow Pages?

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Scraping publicly accessible Yellow Pages data is generally legal in the US under the Ninth Circuit's hiQ v. LinkedIn ruling, which held that scraping public web data does not violate the Computer Fraud and Abuse Act. It does not override Yellow Pages's own Terms of Service, which are a contract matter, so check those for your use case and comply with data laws such as GDPR. This is general information, not legal advice.

How do I scrape Yellow Pages without getting blocked?

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You scrape Yellow Pages without getting blocked by sending the URL to the Universal Web Scraper API, which fetches it through rotating residential proxies and retries on soft blocks. Your own IP is never used, so Yellow Pages's anti-bot layer sees ordinary residential traffic instead of a server.

What data does the Yellow Pages Scraper API return?

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Through the Universal Web Scraper API you get the Yellow Pages page back as JSON: rendered HTML, plain text, or auto-parsed content depending on the parse mode you pass. You choose the URL, Chocodata returns the data.

How much does the Yellow Pages Scraper API cost?

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The Yellow Pages Scraper API costs nothing to start: the Free plan includes 1,000 requests per month (5,000 credits) across all 235 targets. After that, monthly plans begin at $19, or you top up pay-as-you-go at $0.90 per 1,000 successful requests. One request is 5 credits, and non-2xx responses are never charged.

Do I need a Yellow Pages account or login?

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No Yellow Pages login is needed for public pages. You point the Universal Web Scraper API at a publicly accessible Yellow Pages URL with your Chocodata API key; you do not hand over any Yellow Pages credentials. Login-gated content is not supported.

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Start scraping Yellow Pages for free

1,000 free scraping API requests on signup across all 235 targets. No credit card required.

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