What Is Phone Scraping?

Phone scraping typically follows a simple process:

Crawling web pages – The phone scraper visits multiple websites, social media profiles, or databases to search for Phone addresses.

Extracting Phone Numbers – The contact extractor tool identifies and extracts Phone numbers from websites or other sources.

Validating Phone numbers – Many contact scrapers verify numbers to ensure they are valid and not outdated.

Exporting data – The collected mobile numbers are organized and exported into a file format, such as CSV or Excel, for easy access.

Expert Tip: Before exporting, consider using an AI Phone scraper or an integrated validation service to filter out low-quality or invalid Phone numbers. This ensures that your exported contact number list is clean and more effective for your outreach campaigns. Look for mobile number tools that offer real-time verification and data enrichment features for enhanced accuracy and efficiency in data extraction.

Top 4 Phone Number Extractors With 95% Accuracy

As promised, here are seven of the best Phone extractor software to help you track down Phone numbers from your preferred platforms, be it from websites or social media networks.

Cute Web Phone Contact Extractor

Cute Web Phone Number Extractor is all about scale and speed. The platform excels when you need to pull thousands of company and personal numbers quickly, verify them, and move straight into outreach—no endless sorting or chasing down bounced addresses.

Key features:

Millions of business Phone numbers in a constantly updated database

Domain-based search to uncover every company number in a few seconds

Bulk verification tools are designed to keep bounce rates in check

Chrome extension for grabbing prospects as you browse

Integrations with Salesforce, HubSpot, and other major CRMs to keep your stack connected

Best for: Sales teams and marketers who want to move fast, especially when targeting by company domain or running broad-based campaigns. If your outreach relies on volume and you want clean, export-ready mobile number lists that don’t create extra work, Cute Web Phone Number Finder fits the bill. It’s direct, dependable, and designed for high-velocity prospecting.

Facebook Data Extractor

Facebook Scraper shines for anyone who treats Facebook as their main hunting ground for B2B leads. The platform is built for accuracy and speed, pulling verified business phone numbers directly from Facebook profiles, company pages, and search results. Fresh data and flexible filtering keep outreach lists sharp and relevant.

Key features:

Millions of business profiles, refreshed daily, to avoid stale contacts

Facebook Profile Scraper lets you extract numbers from Facebook in a couple of clicks

AI-backed verification system, boasting a high accuracy rate

Bulk extraction for scraping large phone number lists without slowing down

Real-time discovery and advanced filters to zero in on the right prospects

Best for:

B2B sales teams, recruiters, or anyone who depends on LinkedIn as a primary source of prospects. Facebook Scraper makes sense when your outreach needs personalization and trust, pairing real-time Facebook activity with Phone number verification, so you enter every conversation with confidence.

2. United Lead Scraper

If you are looking to extract Phone numbers from web pages, databases, business directories, or social media platforms like Instagram, White Pages, or Twitter, United Lead Scraper can help you.

It allows you to export leads in bulk from the United Lead Scraper dashboard in formats like CSV, XLSX, or TXT, or directly transfer to your integrated platforms like HubSpot, Pipedrive, and Salesforce.

Top Lead Extractor

Top Lead Extractor is a popular Phone extractor software used by businesses and individuals to find Phone numbers and phones associated with a specific domain or company. Top Lead Extractor provides a high level of accuracy in finding Phone numbers by allowing you to verify the Phone addresses. Top Lead Extractor offers tiered plans from free to $79/month, pulling 25 to 30,000 Phone numbers.

Frequently Asked Questions about Phone Scraping

1. Is Phone Number Scraping Legal?

Phone scraping is legal as long as you're gathering contact information from publicly available sources and complying with privacy regulations like GDPR in the EU. However, scraping personal data or extracting phone numbers from websites that require a login can be illegal. Always ensure that you are scraping from publicly accessible URLs and that your scraping activities do not violate any terms of service.

4. Can I Scrape Phones from Google Maps?

Yes, you can scrape data from Google Maps if the contact information is publicly available on the business listings. However, scraping Google Maps data requires careful consideration of Google’s policies. Utilizing an efficient Google Maps Scraping tool to automate this process can streamline your workflow while ensuring compliance with all relevant guidelines.

5. How Do I Extract Information from LinkedIn?

You can extract valuable information from LinkedIn using LinkedIn scraping tools, but it's important to follow LinkedIn's terms of service to avoid violations. There are data scraping tools that help you scrape phone and contact details from LinkedIn profiles. Keep in mind that LinkedIn does not allow scraping directly, so ensure you're using tools that work within the platform’s guidelines.