Best LinkedIn Scraping Tools of 2025 for Lead Generation and Market Research

There's a staggering 900 million professionals on LinkedIn. That's an ocean of data waiting to be tapped for lead generation, market research, and talent acquisition. But how do you extract useful information from such a vast network? Enter LinkedIn scraping tools—your secret weapon for unlocking powerful insights and automating data collection. Whether you need to grab public profile details, company stats, or contact info, the right scraper can save you hours and give you the edge over your competition.
With so many options available, choosing the best LinkedIn scraping tool for your needs can be challenging. Let's explore the top LinkedIn scraping tools of 2025 and examine what differentiates them.

Introduction to LinkedIn Scraper

A LinkedIn scraper is a tool designed to pull data from LinkedIn profiles, company pages, and other public content. Think of it as your automated assistant for collecting data like names, job titles, company details, and even contact info. These tools help streamline data collection, making it faster and more accurate. They come in three main forms:
No-Code Tools: User-friendly platforms, ideal for non-tech users. These tools let you scrape data with just a few clicks.
Scraping APIs: For developers who want more control, these provide programmatic access to LinkedIn's public data.
Scraping Libraries: Code libraries (usually in Python or JavaScript) for those who want to build custom scrapers from the ground up.

Exploring the Data You Can Extract from LinkedIn

LinkedIn is a treasure trove of valuable business intelligence. Here's some of the key data you can extract:

Company Pages:

Company Name
Industry, Size, and Location
Website URL
Employees and their LinkedIn profiles
Year founded and company type

Personal Profiles:

First & Last Name
Job Titles & History
Education and Skills
Contact Info (if public)
Number of Followers
Languages and Certifications
Remember, the data you can scrape depends on the information a user has made public, so it will vary from profile to profile.

Key Factors to Consider When Choosing a LinkedIn Scraper

When evaluating a scraping tool, here's what you need to keep in mind:
Features: Does the tool offer the features you need? Look for automation, IP rotation, and data export capabilities.
Pricing: Some tools charge by the record, others have subscription models. Find the pricing structure that fits your budget.
Free Trials: A free trial is essential to test the tool before committing.
Ease of Use: Is the tool intuitive, or will it require a steep learning curve?
Support & Documentation: Comprehensive support and good documentation can save you a lot of headaches.

The Best 10 LinkedIn Scraping Tools of 2025

Let's get into the details of the best LinkedIn scraping tools available:

1. Swiftproxy

If you're serious about LinkedIn scraping, Swiftproxy should be at the top of your list. Known for its massive proxy network, Swiftproxy offers powerful LinkedIn scraping solutions such as the LinkedIn Scraper API.
Features:
IP rotation, CAPTCHA solving, and JavaScript rendering
Export data in JSON, CSV, or NDJSON
Seamless integration with other platforms
Pros:
99.99% uptime and unlimited scalability
Flexible pay-as-you-go model
GDPR and CCPA compliant
Cons:
Requires some technical expertise to use effectively
Price: Starts at $0.001/record
Free Trial: Yes
G2 Rating: 4.6/5

2. Proxycurl

Proxycurl's LinkedIn scraping API is a game-changer for data extraction. It allows you to scrape profiles, company pages, job listings, and more.
Features:
Profile, company, and role lookups
Extensive documentation and Google Sheets integration
Pros:
Easy integration with any programming language
Over 472 million LinkedIn profiles available
Cons:
Credits expire after 18 months of inactivity
Price: Pay-as-you-go at $0.10/credit
Free Trial: Yes
G2 Rating: 4.4/5

3. Apify

Apify is a robust platform for building custom web scraping solutions. Its LinkedIn Companies & Profiles Bulk Scraper is one of the best for scaling your data extraction efforts.
Features:
Filters profiles by keywords
Integrates with JavaScript and Python
1,500+ actors (pre-built scraping agents)
Pros:
Flexible integration with programming languages
No credit card required for the free trial
Cons:
Response times for support can be slow
Price: From $49/month
Free Trial: 2-day free trial
G2 Rating: 4.8/5

4. HeyReach

HeyReach is perfect for marketing teams looking to automate LinkedIn outreach. Its scraping tool lets you extract company employees, event attendees, and more, directly from LinkedIn.
Features:
Multiple configurations for scraping
Integrates with CRMs and exports to CSV
Supports LinkedIn search for 8+ fields
Pros:
No-code solution, easy to set up
Excellent for LinkedIn outreach automation
Cons:
High pricing compared to competitors
Not a dedicated scraping tool
Price: Starting at $79/month
Free Trial: 14-day free trial
G2 Rating: 4.9/5

5. LinkedIn Scraper (GitHub)

For those with coding skills, LinkedIn Scraper is a free, open-source Python library that's highly popular with developers.
Features:
Customizable scraping API
Supports scraping both profiles and company pages
Pros:
Free to use
Regularly maintained and open-source
Cons:
Python knowledge required
Limited to the data fields it supports
Price: Free
G2 Rating: N/A

6. PhantomBuster

PhantomBuster is another no-code option that simplifies LinkedIn scraping by automating data extraction directly to spreadsheets.
Features:
Collects data from LinkedIn profiles and company pages
Automates tasks like enriching CRM data
Pros:
50+ LinkedIn automation tasks
Easy to use with a strong user community
Cons:
Requires a list of URLs to start scraping
Not specialized for scraping LinkedIn data
Price: From $69/month
Free Trial: 14-day free trial
G2 Rating: 4.2/5

7. Dripify

Dripify is designed for sales teams. It automates LinkedIn prospecting and scraping, pulling key data like emails, phone numbers, and more.
Features:
Integrates with CRMs and Google Sheets
CSV export and webhook integration
Pros:
No-code tool with simple setup
Ideal for lead generation
Cons:
Limited to profile data (not company pages)
Price: Starting at $79/month
Free Trial: 7-day free trial
G2 Rating: 4.5/5

8. Oxylabs

Oxylabs offers premium proxy services and scraping tools. While it doesn't offer LinkedIn-specific endpoints, its API can bypass rate limits and anti-scraping measures.
Features:
JavaScript rendering
Proxy management and CAPTCHA bypass
Pros:
Handles anti-bot systems well
Great for developers with custom needs
Cons:
No direct LinkedIn scraping endpoints
Requires technical knowledge
Price: From $49/month
Free Trial: 7-day free trial
G2 Rating: 4.5/5

9. Linked Helper

Linked Helper is a desktop tool that's focused on automating LinkedIn tasks, including scraping profile and company data.
Features:
CSV export and third-party service integration
Message history downloader
Pros:
Trusted by 300,000+ users
Cross-platform application
Cons:
Requires installation on a local device
Not specifically designed for scraping
Price: From $15/month
Free Trial: 14-day free trial
G2 Rating: 4.5/5

10. Meet Alfred

Meet Alfred combines LinkedIn automation with scraping. It helps automate outreach while also extracting useful data from profiles and company pages.
Features:
Automated connection requests
CSV data export
Pros:
User-friendly and intuitive
All-in-one LinkedIn automation tool
Cons:
Reviews are mixed
Not specialized for scraping
Price: From $59/month/user
Free Trial: 14-day free trial
G2 Rating: 2.4/5

Conclusion

Choosing the right LinkedIn scraper depends on your needs—whether you’re after simple data extraction or more complex, customizable scraping solutions. If scalability and reliability are your top priorities, Swiftproxy leads the pack with its robust proxy network and powerful scraping APIs.