How to Scrape YellowPages for Business Leads (Step-by-Step Guide)

YellowPages (yellowpages.com) is one of the most comprehensive local business directories in the United States. With millions of listings across hundreds of categories and cities, it's a goldmine for anyone doing B2B prospecting. But visiting pages manually, copying names and phone numbers, and pasting them into a spreadsheet? That's a full-time job.

In this guide, you'll learn how to scrape YellowPages for business leads efficiently — including why the manual approach fails at scale, and how to do it in minutes using a cloud-based tool.

Why YellowPages Is a Top Source for Local B2B Leads

YellowPages has been collecting and verifying US business listings since 1883. In 2026, it remains one of the most reliable sources for local business contact data because:

• Businesses actively maintain their own listings (they're incentivized to keep info accurate)
• Listings include phone numbers, addresses, categories, and often websites
• Coverage spans every US city and category from plumbers and electricians to marketing agencies and law firms
• Data is free and publicly accessible — no login required to browse

For B2B prospectors targeting local or regional businesses, YellowPages is often more useful than LinkedIn (which skews toward tech/corporate) or Google Maps (which mixes consumer and business results).

The Manual Method — and Its Limitations

If you've tried collecting YellowPages data manually, you know how it goes:

1. Search for your category + city
2. Browse through paginated results (often 20–30 per page)
3. Copy each business name, phone, and address
4. Paste it into a spreadsheet
5. Repeat for the next 20 pages
6. Repeat for every city you want to target

For 500 leads across 5 cities, you're looking at 8–15 hours of work. And you'll inevitably miss listings, make errors, and burn out before you're done.

There's a better way.

How to Scrape YellowPages with LeadLocator (Step-by-Step)

LeadLocator is a web-based cloud scraper that automates the entire YellowPages extraction process. Here's exactly how it works:

Step 1: Create Your Free Account

Go to app.leadlocator.biz/signup and create your account. No credit card required. The free plan gives you 100 leads/month to start.

Step 2: Select the United States as Your Target Country

From the dashboard, choose USA as your target country. This points LeadLocator at the US YellowPages database.

Step 3: Enter Your Keyword and Location

Enter your target business category as a keyword — for example:

• "plumber"
• "digital marketing agency"
• "HVAC contractor"
• "dentist"

Then enter your target location:

• City: "Chicago, IL"
• Or state-wide: "Texas"
• Or nationwide (for larger plans)

Step 4: Start the Extraction

Click Start Extracting. LeadLocator's cloud scraper runs entirely on remote servers — you can close your browser and come back to your results. No need to keep your computer on.

Step 5: Review and Download Your CSV

Once complete, review your results in the dashboard. Each lead includes:

• Business name
• Phone number
• Address
• Website URL
• Business category

Download the full list as a CSV or Excel file.

Step 6: Import Into Your CRM or Email Tool

Drag and drop your CSV into HubSpot, Pipedrive, Instantly, Lemlist, or whatever tool you use for outreach. You're ready to start prospecting.

What Data Does YellowPages Provide?

Tips for Better YellowPages Lead Extraction

Use Specific Keywords

Broad keywords like "contractor" return millions of results. More specific keywords like "commercial electrical contractor" or "office cleaning service" give you tighter, more relevant leads.

Target One City at a Time

For the best quality results, extract city by city rather than running a national search. This gives you cleaner geographic segmentation for your outreach.

Combine with Email Enrichment

YellowPages listings often include websites but not direct email addresses. Once you have the website URLs from your CSV, you can use tools like Hunter.io to find email addresses for your outreach.

Respect the Data

Only use extracted data for legitimate B2B prospecting. Include an unsubscribe option in your email outreach and comply with CAN-SPAM regulations.

FAQ

Is it legal to scrape YellowPages?

YellowPages data is publicly available. Scraping publicly listed business information for B2B prospecting is generally considered legal, particularly for US businesses. Always use the data responsibly and in compliance with applicable laws.

How many leads can I extract from YellowPages per month?

With LeadLocator's free plan, you get 100 leads/month. The Starter plan ($19/month) gives you up to 3,000 leads, the Pro plan ($49/month) gives 12,000, and the Business plan ($99/month) gives 40,000.

How fresh is the YellowPages data?

YellowPages listings are maintained by the businesses themselves and updated regularly. Data accuracy is generally high for active businesses. Closed businesses occasionally remain in the directory, so expect a small percentage of outdated listings.

Can I scrape YellowPages for a specific zip code?

Yes. LeadLocator allows you to specify city and location, which you can narrow down to specific zip codes or neighborhoods.

What's the difference between YellowPages (US) and YP.ca (Canada)?

YellowPages.com covers US businesses. YP.ca (also known as Canada411 or YellowPages Canada) covers Canadian businesses. LeadLocator supports both.

Conclusion

Scraping YellowPages manually is a massive time sink. With LeadLocator's cloud-based scraper, you can extract hundreds or thousands of targeted local business leads from YellowPages in minutes — and export them directly to your CRM or outreach tool.

Stop copying and pasting. Start prospecting at scale.

? Extract your first 100 YellowPages leads free at leadlocator.biz — no credit card required.