Yellow Pages Scraper: Export Local Leads to CSV
A Yellow Pages scraper turns local directory listings into a spreadsheet: business name, category, phone, website, address, rating, and source URL. For agencies, SDRs, local SEO teams, and home-service marketers, that is often the fastest way to build a fresh prospect list from a specific city and niche.
The best workflow is not to scrape every business in a country. Start with one local intent, such as roofing contractors in Austin or dentists in Phoenix, export the visible directory results, then enrich the websites for public contact details. That gives you a smaller, cleaner list your team can actually qualify and use.
Turn local directory results into a lead list
Open Yellow Pages or another local directory in Chrome, run Clura, select the listing fields, paginate, enrich business websites, and export a clean CSV.
Add to Chrome — Free →What Is a Yellow Pages Scraper?
A Yellow Pages scraper extracts structured local business data from Yellow Pages-style directory result pages. Common fields include business name, phone number, category, address, website URL, rating, review count, and listing URL.
Yellow Pages-style directories are useful because they already group businesses by category and city. That means the list starts with intent: plumbers in a metro, law firms in a county, clinics in a neighborhood, or agencies in a business category.
- Business name
- Phone number
- Website URL
- Street address and city
- Business category
- Rating and review count when visible
- Directory listing URL
- Source query, city, or category
This is one spoke in a broader lead scraper workflow. You can combine local directories with Google Maps scraping, Yelp, niche directories, and website contact scraping to build more complete local prospect lists.
How Do You Scrape Yellow Pages to CSV Without Code?
To scrape Yellow Pages to CSV, open a category and city results page in Chrome, run Clura, select the repeated business listings, choose fields such as name, phone, website, address, category, and listing URL, then export the table. Use pagination for more rows and enrichment for website contact details.
- Choose one local segment. Search a business type and city, such as "roofing contractors Dallas" or "accountants Miami".
- Load the directory results. Make sure the first page of businesses is visible and that filters match the ICP you want.
- Open Clura in Chrome. Select the repeated business listing cards or rows.
- Choose useful fields. Capture business name, phone, website, category, address, rating, review count, and listing URL when visible.
- Paginate carefully. Move through directory pages at browser speed instead of firing raw HTTP requests.
- Export and enrich. Download CSV, then enrich website URLs for public emails, contact pages, and social links where available.
Build the directory list first, enrich second
Clura helps you collect the visible businesses from a local directory, then use enrichment to append public website contact fields before outreach.
Add to Chrome — Free →What Data Can You Extract From Yellow Pages-Style Directories?
Yellow Pages-style directories usually expose business names, categories, phone numbers, locations, websites, ratings, review counts, hours, snippets, and listing URLs. The exact fields depend on what is visible on the result page and detail page.
| Field | Why it matters | Where it is usually found |
|---|---|---|
| Business name | Deduping, CRM import, account matching | Result card |
| Phone number | Call outreach and verification | Result card or detail page |
| Website URL | Enrichment and qualification | Result card or detail page |
| Address / city | Territory segmentation | Result card |
| Category | ICP fit and campaign grouping | Search query or result card |
| Rating / reviews | Local SEO and reputation signals | Result card |
| Listing URL | Source proof and manual review | Result card link |
The strongest local lead lists do not stop at directory data. Add website-level fields next: contact page URL, visible email, service pages, social links, and whether the site looks outdated. The local SEO lead generation guide covers how to turn those signals into outreach prioritization.
Should You Scrape Yellow Pages or Google Maps First?
Scrape Google Maps first when you need the freshest business profile, review, and location data. Scrape Yellow Pages or niche directories when you want a second source, category-specific coverage, or businesses that may not rank well on Maps.
| Source | Best for | Data strength | Follow-up step |
|---|---|---|---|
| Google Maps | Fresh local profiles | Ratings, reviews, hours, map URL, website | Enrich websites and score local SEO gaps |
| Yellow Pages | Category-by-city lead lists | Phone, website, address, category, listing URL | Deduplicate against Maps |
| Yelp | Consumer-service categories | Reviews, category, phone, website | Prioritize by review count and rating gaps |
| Niche directories | Industry-specific ICPs | Specialty, membership, service fields | Enrich and qualify manually |
For many campaigns, use both. Start with the Google Maps scraper workflow for fresh local profiles, then use Yellow Pages-style directories to fill gaps, confirm categories, and find businesses that are weak on Maps.
What Are the Best Use Cases for a Yellow Pages Scraper?
The best use cases are local SEO prospecting, home-services outreach, agency list building, market mapping, vendor research, and contact enrichment. The scraper gives you source-backed local business rows that can be qualified before outreach.
Local SEO prospecting
Export businesses by city and category, then check which ones have weak websites, low review counts, missing contact paths, or inconsistent directory presence. That gives an agency a concrete reason to reach out.
Home-services lead lists
Roofers, plumbers, HVAC companies, pest control firms, remodelers, and cleaners are strong fits because they buy local demand. See the home services lead generation guide for a deeper qualification workflow.
Market mapping and vendor research
Researchers can scrape a category across multiple cities, dedupe by phone or domain, then group the market by business type, geography, and website quality. The listing URL keeps every row source-backed.
Frequently Asked Questions
Can Yellow Pages data be scraped?
Yellow Pages-style directory data can be scraped when the business listings are publicly visible in your browser. Focus on visible business information such as name, phone, address, category, website, rating, and listing URL, and use responsible speeds.
What is the best Yellow Pages scraper?
For research-scale lead exports, the best Yellow Pages scraper is a browser extension that reads the rendered directory page, handles pagination, and exports CSV. Clura works well because it uses your real Chrome session and can enrich website URLs after the initial scrape.
Can I scrape Yellow Pages for emails?
Yellow Pages result pages usually show phone numbers and websites more often than emails. The better workflow is to scrape business listings first, then use website enrichment to visit each business website and find public emails, contact pages, and social links where available.
Is Yellow Pages scraping useful for local SEO leads?
Yes. Yellow Pages scraping is useful for local SEO leads because it creates category-by-city prospect lists with phone, website, address, and source URL fields. Add review counts, website quality, and contact-path gaps to prioritize outreach.
How many local leads can I scrape from a directory?
It depends on the category and city. Many local directory searches show 20-50 results per page and several pages per category. For larger markets, split searches by city, neighborhood, service category, or zip code, then dedupe by domain and phone number.
Conclusion
Yellow Pages scraping works best as a focused local lead-list workflow. Pick one business type, one geography, export the visible directory rows, then enrich and qualify before outreach.
The win is not just more rows. It is source-backed rows with enough context to decide who belongs in the campaign and why they are worth contacting.
Explore related guides:
- Lead Scraper Guide — Build lead lists from directories, maps, social search pages, and company websites.
- Web Scraping for Lead Generation — Turn public web pages into prospect lists with enrichment and outreach-ready exports.
- Google Maps Scraper Guide — Extract local business names, phones, ratings, websites, and map URLs.
- Yelp Scraper Guide — Use consumer-service directories as another local business data source.
- Free Website Contact Scraper — Find public emails, phone numbers, contact pages, and social links from business websites.
- Local SEO Lead Generation — Score local prospects by website, reviews, directory signals, and contact paths.
Export local directory leads without copy-paste
Install Clura, open a Yellow Pages-style directory result, select the business fields, paginate, enrich websites, and export a clean CSV for outreach.
Add to Chrome — Free →