Mass LinkedIn Profile Scraper icon

Mass LinkedIn Profile Scraper

Bulk extract LinkedIn profiles with emails and contact details. No cookies required. Perfect for lead generation at scale.

As an Apify affiliate, we may earn a commission from qualifying purchases made through our links, at no extra cost to you. We only recommend tools we believe in.

EXCEL CSV JSON XML HTML RSS JSONL
Try Free View Documentation

Try It Out

Experience the power of this scraper for free.

Run Scraper Now
apify-console
➜ ~ apify call mass-linkedin-profile-scraper
Loading actor configuration...
Running on Apify cloud...
✔ Run succeeded!
Fetched items: 1,245
Exporting to: CSV Excel

Overview

Enterprise-grade LinkedIn bulk profile scraper with email enrichment. Extract comprehensive profile data including verified emails, phone numbers, work history, education, and skills. No cookies or login required. 99.87% success rate.

Key Features

Bulk profile extraction (1000s at once)
Email discovery and verification
Phone number lookup
No cookies or login required
99.87% success rate

Use Cases

1

Bulk lead generation campaigns

2

Sales prospecting at scale

3

Recruitment candidate sourcing

4

Market research and analysis

5

Build targeted contact databases

Input Parameters

Parameter Type Required Description
Start URLs Array Optional The initial URLs to start extracting data for Mass LinkedIn Profile Scraper.
Max Items Integer Optional Maximum number of items to return.

Sample Output 

[
  {
    "url": "https://example.com/data",
    "title": "Sample Extracted Record",
    "extracted_at": "2026-05-20T14:30:00Z"
  }
]

How to Use

  1. 1

    Sign up for free: Create a free ParseFlow account to access professional extraction tools.

  2. 2

    Set your parameters: Paste the target URLs into the Mass LinkedIn Profile Scraper configuration.

  3. 3

    Download your data: Click Start, wait a few minutes, and download your dataset as Excel or JSON.

API Example 

curl -X POST https://api.apify.com/v2/acts/dev_fusion/linkedin-profile-scraper/runs \
  -H 'Content-Type: application/json' \
  -H 'Authorization: Bearer YOUR_API_TOKEN' \
  -d '{"startUrls": [{"url": "https://example.com"}]}'

Limitations

  • Data extraction speed depends on the target website's rate limits.
  • Extremely massive runs may require a premium proxy pool.

Frequently Asked Questions

Is the Mass LinkedIn Profile Scraper legal to use?
Extracting publicly available data is generally completely legal for market research. However, always review the target website's Terms of Service.
Can I export the data to Excel?
Yes, you can export the collected data into Excel (XLSX), CSV, JSON, and XML formats directly from the dashboard.
Do I need to know how to code to use this?
No coding is required. Our intuitive visual interface allows anyone to set up and run the scraper in minutes.

Extracted Data Details

Name Email Phone Job Title Company Location Skills Education Experience
Pricing Structure Freemium
Category Business & B2B
View on Apify Store

Related Tools

📊

Crunchbase Scraper

Extract company data, funding rounds, investors, and startup information from Crunchbase.

🚪

Glassdoor Reviews Scraper

Extract company reviews, ratings, and employee feedback from Glassdoor. Perfect for employer branding research and competitive analysis.

💼

LinkedIn Jobs Scraper

Extract job listings, company info, and salary data from LinkedIn for recruitment and market analysis.

Need a Custom Solution?

Contact us for a bespoke scraper built to your exact requirements.

Hire an Expert
Mass LinkedIn Profile Scraper

Mass LinkedIn Profile Scraper

Ready to extract data from {name}

Run for Free

Related Articles

tutorials

How to Scrape LinkedIn Jobs and Company Data in 2026

Step-by-step guide to extracting LinkedIn job postings and company profiles using Apify — legally and without getting blocked.

use-cases

Lead Generation with Web Scraping: The Ultimate B2B Guide

Master B2B lead generation using web scraping. Learn to extract business contacts from LinkedIn, Google Maps, directories, and build targeted prospect lists.