Skip to content

How to scrape Yellow Pages data

Need targeted sales leads? Yellow Pages remains a goldmine – with over 15 million business listings across and, it‘s one of the largest public business directories out there. But sifting through it manually is slow and painful. That‘s where web scraping comes in.

In this guide, we‘ll dive into:

  • The legality of scraping Yellow Pages
  • How to leverage Yellow Pages scraping for lead generation
  • Step-by-step instructions for extracting data fast with Yellow Pages Scraper

Let‘s start by looking at the critical question of whether scraping public Yellow Pages data is actually legal.

Many are hesitant about web scraping because of confusion around legality. The good news is that Yellow Pages scraping is 100% legal in the US and Canada.

Public business directories like Yellow Pages are legal to scrape as the listings are voluntarily submitted and intended to be public. This has been affirmed in multiple court cases like HiQ v LinkedIn.

Specifically, the 9th Circuit Court of Appeals ruled web scraping of public data does not violate the CFAA as long as the access is not "blocked by a technological barrier". Yellow Pages does not implement such barriers.

However, what you do with the scraped data matters. You must comply with anti-spam laws and only use the contacts for legitimate direct marketing purposes after acquiring any required consent.

Now that we‘ve cleared up legality, let‘s look at just how valuable Yellow Pages lead gen can be.

Scraping Yellow Pages unlocks a trove of sales leads

The vast size and high quality of the Yellow Pages directory makes it a prime target for lead generation via scraping. Just look at some key stats:

  • Over 15 million business listings and growing daily
  • Over 1 million new listings added per year
  • Millions of site visitors per month searching listings
  • Precise business categories and location filtering

This huge trove of structured data is invaluable for sales and marketing teams. Scraping tools open it up so you can extract only the listings relevant to your business.

For example, Acme Solar utilizes Yellow Pages scraping specifically for solar installation companies. XYZ Recruitment scrapes HR contacts at companies to source job candidates. The use cases are endless.

Now let‘s walk through extracting Yellow Pages data using the purpose-built scraper.

How Yellow Pages Scraper extracts leads in minutes

Manually extracting listing data from Yellow Pages is tedious and error-prone. That‘s why we recommend Yellow Pages Scraper.

This tool automates searching, extracting key fields, and compiling structured data like business names, addresses, emails and phone numbers.

Here‘s how simple the process is:

  1. Visit:

  2. Search for your keywords and location, e.g. "accountants in Chicago"

  3. Click "Run" and the scraper extracts matching listings

  4. Download the extracted leads data as JSON, CSV or Excel

Under the hood, Yellow Pages Scraper uses Puppeteer to render pages and intelligent heuristics tuned for high accuracy on these sites. It automatically handles pagination and navigation.

The scraper runs on the Apify platform, providing the performance to crawl at massive scale fast.

Now let‘s go over some tips for making the most of your scraped Yellow Pages data.

Tips for using your extracted Yellow Pages leads

Once you‘ve extracted targeted, high-quality leads, you‘ll want to take steps like:

  • Deduplicating to remove any repeated listings
  • Verifying and enriching the data where possible
  • Segmenting leads into tiers based on relevance
  • Setting up automated alerts if listings fall out of date

Most crucially, you must reach out to leads ethically. Personalize emails, provide value, and honor opt-outs.

Scraped Yellow Pages data is tremendously valuable if sourced and used properly. Give it a try today by leveraging the purpose-built Yellow Pages Scraper to tap into this lead gen goldmine.

Join the conversation

Your email address will not be published. Required fields are marked *