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Yellow Pages US Scraper

Extract every business from any Yellow Pages search — 28 data points & emails.

Download sample
users1 users
runs1 runs

Trusted worldwide by the best

Export businesses from Yellow Pages — right now

Extract

Give it a trade and a US city and get every business with 28 data points — phone, address, rating and hours.

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Schedule

Automate Yellow Pages data collection on daily, weekly, or monthly schedules.

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Export

Export all business data to Google Sheets, email, or S3 — fully automated.

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Built for Agents

Run it from your stack.
Or hand it to your agent.

Yellow Pages US Scraper ships with a Python SDK, a one-line CLI and a native MCP server your agents can plug into directly — no rate limits to dodge, no bot mitigation to bypass, no parsing errors to chase down.

Read the docs
Get your API key
# install once (Python 3.10+)
pip install lobstrio

# check your token
lobstr whoami

# find the scraper
lobstr crawlers search "Yellow Pages"

# one call — launch, wait, download
lobstr go yellow-pages-us-scraper \
  "<any Yellow Pages URL>" \
  --param max_results=200 \
  -o results.csv

28 data attributes per business

Every scrape returns structured data you can export as CSV, JSON, or via API.

Item Id

Unique Yellow Pages identifier of the business (ypid)

10674347
Export Companies
name

Business name as listed on Yellow Pages

Clarke Kent Plumbing
Export Companies
url

Direct URL to the business listing on Yellow Pages

https://www.yellowpages.com/austin-tx/mip/…
Export Companies
Is Ad

Whether the business is a sponsored (paid) listing on this search page

True
Export Companies
categories

Comma-separated list of Yellow Pages categories of the business

Plumbers, Plumbing-Drain & Sewer Cleaning
Export Companies
phone

Phone number of the business

(512) 766-0970
Export Companies
Full Address

Full formatted address of the business

1408 W Ben White Blvd, Austin, TX 78704
Export Companies
Street Address

Street address of the business, empty for multi-location businesses

1408 W Ben White Blvd
Export Companies
city

City where the business is located

Austin
Export Companies
state

US state code of the business location

TX
Export Companies
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Fast

200 businesses per minute
Lightning-fast performance

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Solid

99.95% task success rate
Dependable, reliable data every time

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Cost-competitive

$0.5 per 1000 businesses
Top affordability worldwide

Live

Built to run.

Most scrapers break in silence. This one doesn't — and we show it, openly.

100.00%

incident-free runs · last 90 days

0
incidents · 90 days
100%
resolved
—
median time to fix
90 days agoToday
Operational
Degraded
Down
Resolved incident
Open incident
How we measure →

Tracked from every run. Incidents stay on the record even after they're fixed.

Simulator plan

Trusted by the best

Used obsessively by the data-hungry around the world

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Frequently Asked Questions

Is it legal to scrape Yellow Pages?

Yes — a listing in a public directory is public data. Everything we export is what anyone can read on Yellow Pages without an account. More in our guide to the legality of web scraping.

Do I need a Yellow Pages account?

No login required. No account to sync, no cookies to share, no extension to install. Type a trade and a city, or paste a search, and the list starts building itself while you get on with something else.

What data do I get for each business?

28 data points per business. Name, phone, the full address split into street, city, state and ZIP, every category it lists under, star rating, review count, years in business, opening hours, website and the listing photo.

How fast is it?

About 200 businesses a minute. A full 3,000-result search is done inside a quarter of an hour, and you can queue as many searches as you like in one scraper and let them run side by side.

Where do the businesses end up once they are scraped?

Wherever you already work. Google Sheets, Make, n8n, Amazon S3, email, webhooks — plus our MCP server, so Claude or ChatGPT can launch a run and read the results itself. CSV, Excel and JSON too. See all integrations.

What does Collect Additional Details add?

Six more fields, for 1 extra credit per business. Email address, exact map coordinates, the full company description, the founding date, the photo gallery and social links. Email turns up for roughly a third of businesses — the rest simply never published one.

Can I just give it a trade and a city?

Yes — plumber and Austin, TX is a complete brief. We build the Yellow Pages search for you. Already set your filters on the site? Paste that search URL instead and we take it exactly as it comes.

How many businesses can I pull from one search?

Up to 3,000 — that ceiling is Yellow Pages', not ours. To go wider, add more searches: another trade, another city, another neighbourhood. One scraper will happily hold as many as you throw at it.

Can I keep only the best-rated businesses?

Yes — set a minimum rating and a minimum review count. Ask for 4.0 stars and 10 reviews and everything under it drops out. Worth knowing: only about four listings in ten carry a rating at all, so this filter trims hard.

Can I choose the order the results come in?

Yes — the native Yellow Pages ranking, or by distance, rating or name. Sort by rating, cap the results, and you walk away with the best businesses in a city instead of the whole directory.

Ready to get started?

Export your first businesses for free.

Contact sales