Yellow Pages Scraper

Search Yellow Pages for public US businesses by category and city.

Base pricing · volume discounts apply

$0.7 / 1,000 results

No credit card required. Credits unlock after account verification.

Yellow Pages Scraper · output formatIllustrative example · 1 row

Illustrative example: Yellow Pages Scraper
businessName`businessName`	detailLink`detailLink`	category`category`	phone`phone`	website`website`	address`address`	rating`rating`
Mauro's Cafe & Ristorante	https://www.yellowpages.com/los-angeles-ca/mip/mauros-cafe-ristorante-4381539	Restaurants, Breakfast, Brunch & Lunch Restaurants, Italian Restaurants	(323) 653-7970	http://www.mauroscafe.com/	8112 Melrose Ave, Los Angeles, CA 90046	4.5

These illustrative values show the output format and are not a live scraper result. Available fields depend on your source and selected options. Hover over a shortened value or switch to JSON to read it in full.

About these output fields

Field	Type	Description
`businessName`	string	Business name. Optional when absent at the source.
`detailLink`	string	Detail link. Optional when absent at the source.
`category`	string	Category. Optional when absent at the source.
`phone`	string	Phone. Optional when absent at the source.
`website`	string	Website. Optional when absent at the source.
`address`	string	Address. Optional when absent at the source.
`rating`	number	Rating. Optional when absent at the source.

From web pages to a dataset

What you can do

Export structured business data for your research.

Compare saved results in your own reports or applications.

Set your sources

Open the scraper and enter your own URLs, search terms and limits.

Review & run

Check the cost estimate and confirm the task. Follow its progress in your account.

Use your data

Explore saved results and export CSV, JSON or XLSX. Downloads of saved results are free.

Start with a real configuration

Example input

This is the configured parser input. Replace the example sources with your own and review all limits before running.

JSON · example input

{
  "search": "Restaurant",
  "locality": "Los Angeles, CA",
  "maxPages": 1
}

Explore input fields

Field	Type	Notes
`search`	string	What to search for, for example "Restaurant" or "Plumber".
`locality`	string	Where to search, as city and state, for example "Los Angeles, CA". A state on its own is not accepted.
`maxPages`	integer	Number of Yellow Pages result pages to read (about 30 businesses per page).

The same scraper in your application

Run through the API

Create an API key in your account, send the input to the queued endpoint and use the returned task ID to retrieve results. Sending a live request uses credits. Replace the example Idempotency-Key with a fresh unique key for each task; keep that key when retrying the same task.

cURL · queue a task

curl --request POST 'https://extracto.cloud/api/v1/parsers/yellow-pages-scraper/queue' \
  --header 'X-API-KEY: ext_your_api_key' \
  --header 'Idempotency-Key: replace_with_a_new_unique_task_key' \
  --header 'Content-Type: application/json' \
  --header 'Accept: application/json' \
  --data-binary @- <<'JSON'
{
  "input": {
    "search": "Restaurant",
    "locality": "Los Angeles, CA",
    "maxPages": 1
  }
}
JSON

Configure your task API quickstart

Monthly data volumeBase estimate

Best fit: Starter
rows / mo: 70K
Concurrency: Up to 2
$ / 1k rows: $0.70

One-time top-up

$49 once

Get started

Use monthly volume to plan your credit budget. Estimates use the base rate; package credit price, options, task minimums and rounding may change usage. Purchased credits are paid once, with no automatic renewal. Execution capacity is shared. API submissions: up to 10/second.

Frequently asked questions

What counts as one result?

One business. The depth limit is pages per query, with up to 30 listings per page. Charges count individual returned businesses. Phone and website fields can be missing.

Can I use the API and No-Code form?

Yes. Submit a task in the web interface or through the Extracto API, then retrieve its saved results after completion.

Your next dataset starts here.

Choose your sources, review the price and run Yellow Pages Scraper.

Get 2,500 free credits / month