AI-Powered LinkedIn Scraper for B2B Data Collection

Scrupp’s LinkedIn scraper helps you scrape LinkedIn profiles, Sales Navigator leads, and company data at scale. Extract and export structured public data with AI, connect via API, and automate your entire workflow — from prospect discovery to CRM enrichment.

Start your free trial and experience seamlessly automated LinkedIn crawling that’s accurate, safe, and fully compliant with LinkedIn’s terms of service and data protection regulations.

Structured public data
AI automation
Data protection
API & CSV/JSON export

LinkedIn Scraper Tools for B2B Lead Generation


Our LinkedIn scraper tools are designed for gathering publicly available data such as name, job title, company, seniority, and location. Scrupp turns LinkedIn profiles and company pages into structured datasets you can trust.

Every URL you scrape delivers up-to-date information — including job listings, job data, and data on companies — ideal for building professional data pipelines. You can also enrich prospect lists from Sales Navigator with verified contact data, such as business emails or phone numbers.

Scrupp lets you scrape LinkedIn data and export it as CSV or JSON. It’s a cost-effective, scalable, and compliant data scraping platform built for growth teams that value data protection and quality.

What you can collect

  • Names, job titles, seniority
  • Company & location
  • Verified business emails/phones
  • Job listings & job data

Automation and Workflow Efficiency

Scrupp automates the entire LinkedIn scraping workflow. No manual copy-paste — just define your target URLs and our AI automation handles everything. Each workflow includes a scraping API, proxy rotation, and AI-based real user simulation to avoid account restrictions while keeping your LinkedIn account secure.

Continuous collection

This automation saves time and ensures you can automate LinkedIn data collection for prospects continuously.

Campaign-ready

Use it to gather detailed information for your marketing campaigns, recruitment, or web scraping projects.

Safe by design

Real user simulation + proxy rotation help avoid account restrictions while keeping sessions stable.

LinkedIn Scraper API and Proxy Management


Our LinkedIn scraper API gives developers complete control over data collection. Each API call returns structured JSON that includes data points like company, title, seniority, and verified contact data.

To maintain reliability, Scrupp uses intelligent proxy rotation to manage large-scale data scraping tasks. This allows stable access to information from LinkedIn profiles even when LinkedIn’s terms of service prohibit automated profile views. Our infrastructure mimics a real user environment, which keeps sessions active and avoids flagging.

By combining data protection laws compliance with scraping public data techniques, Scrupp enables high-quality data extraction from millions of user profiles and company URLs without risking bans.

Compliance note

Operate within LinkedIn’s terms of service & data protection laws. Scrupp focuses on publicly available data and stable, proxy-managed collection.

Scrupp Compatibility and Web Scraper Power

Scrupp integrates easily with Scrupp and other proxy networks. If you already use Scrupp, simply connect your URLs — Scrupp will automatically route requests for web scraping at scale.

Bring your proxies

You can also rely on our built-in web scraper and proxy manager for efficient data collection.

Enterprise uptime

Together, they deliver seamless LinkedIn data with enterprise-level uptime and compliance with data protection standards.

Learn & access

This hybrid approach helps you learn how to scrape safely while extracting detailed information from public LinkedIn profiles and company URLs, even those behind a login wall (when accessible).

Scrape Data and Extract Email Addresses from LinkedIn Profiles


Scrupp enables you to scrape data from LinkedIn profiles, company pages, and job listings to uncover valuable prospect information. Each record includes contact data, verified email addresses from LinkedIn profiles, and data points about roles, industries, and companies.

Our web scraping technology processes publicly available data only, ensuring compliance with terms of service and data protection laws. The result is a clean, export-ready dataset that supports B2B outreach, lead generation, and market research.

Export options:

  • CSV bulk export
  • JSON via API
  • Direct-to-CRM sync

Includes verified email & phone where available.

Code Examples and API Calls

Developers can access our code examples and documentation to integrate Scrupp’s scraping API into existing systems. Each API call can target specific URLs, apply filters, and export public data directly into your CRM.

  • This lets you automate LinkedIn scraping workflows, schedule periodic crawls, and capture data points across millions of profiles. Whether you’re scraping for prospect data, analytics, or professional data enrichment, Scrupp gives you full control through easy-to-use endpoints.

  • Schedule periodic crawls to keep datasets fresh, automatically retry failed tasks, and route through proxy pools to maintain consistency and compliance.

  • Export clean CSV/JSON or push directly to your CRM data model. Track job status and download links from your dashboard or via API.

Seamless LinkedIn Data for Your B2B Pipeline

Scrupp transforms LinkedIn data collection into a repeatable, scalable system. No need to worry about terms of service, proxies, or bans — our web scraping stack is optimized for compliance with LinkedIn’s terms of service and data protection regulations.

Structured output

You’ll receive structured, high-quality data ready to power your B2B automation.

Continuous crawling

Build a workflow that imports URLs, runs continuous LinkedIn crawling, and exports fresh public data to your tools.

Scale safely

Scrupp makes it easy to gather detailed information from user profiles and company URLs, automate profile views, and expand your pipeline without breaking LinkedIn’s terms of service.

Start Your Free Trial

Ready to start scraping public data the right way? Try Scrupp’s LinkedIn scraper tools today — the most reliable way to scrape LinkedIn, enrich prospects, and export professional data for your business.

With built-in AI automation, proxy management, data protection features, and an easy-to-use scraping API, you can automate LinkedIn collection, extract data on companies, and gather detailed information from public LinkedIn profiles safely and efficiently.

Join thousands of users using Scrupp to collect large-scale data and convert public data into valuable business intelligence — all while staying compliant with LinkedIn’s terms of service and data protection laws.

Start for Free