What Are the Best LinkedIn Scraping Tools in 2024 and How to Choose the Best One

The purpose of a LinkedIn profile scraper is to automatically gather information from large numbers of profiles, often for marketing, recruitment, or research purposes

What Are the Best LinkedIn Scraping Tools in 2024 and How to Choose the Best One

In today's world, using LinkedIn scraping tools is a must for anyone in sales and marketing. These tools help you automatically gather important data from LinkedIn profiles, making it easier to find leads, update your customer info, and understand more about your market and competition.

With so many options out there, it can be tough to choose the right tool for your needs. This guide will help make that choice easier. We'll go over what to look for in a LinkedIn scraping tool, highlight some of the best ones in 2024, and give you tips to get the most out of your data gathering on LinkedIn.

What is LinkedIn Profile Scraper?

A LinkedIn profile scraper is a tool or script that gathers data from LinkedIn profiles. It collects information such as a person's name, job title, location, educational background, work history, and more. This tool can automatically visit profiles that match specific criteria, extract the necessary information, and compile it into a list for tasks like recruitment. The information is then stored in a database for analysis or used in marketing or recruitment strategies. Here’s what kind of data you can get:

  • Professional Details: This includes names, job titles, companies, industries, professional summaries, and work experiences.
  • Educational Background: Details about educational qualifications, attended institutions, degrees obtained, and academic achievements.
  • Skills and Endorsements: Information about skills listed on profiles, how many endorsements each skill has received, and the credibility of those endorsements.
  • Connections and Networks: Insights into LinkedIn connections, mutual contacts, group memberships, and patterns of network growth.
  • Recommendations and Testimonials: Gathering recommendations from colleagues, supervisors, clients, or business partners can provide a better understanding of an individual’s professional reputation and skills.
  • Location and Industry Insights: Analysis of geographic locations, regional trends, industry concentrations, and market dynamics based on the data from profiles.

This tool is invaluable for those looking to enhance their marketing efforts or streamline their recruitment processes by leveraging detailed profile data from LinkedIn.


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1. LinkDB by Proxycurl

Proxycurl's LinkDB stands out with its extensive database and powerful APIs for detailed data extraction from LinkedIn profiles.

Key Features:

  • People API: Provides access to over 800 million profiles, delivering comprehensive details such as job titles, work histories, and skills.
  • Company API: Offers insights into 60 million companies, detailing employee counts, funding information, and industry classifications.
  • Email Lookup APIs: Includes both reverse and work email lookups to support targeted communication and outreach efforts.


  • Free Tier: Includes 10 complimentary credits to explore the platform’s capabilities.
  • Paid Plans: Start at $10 for 100 credits, with each credit allowing one profile lookup or enrichment.

Best For: Businesses seeking extensive, fresh data with robust developer support and scalability for large-scale operations.

2. Phantombuster

Phantombuster is renowned for its broad range of automation sequences that enhance LinkedIn scraping and prospecting.

Key Features:

  • Comprehensive Data Extraction: Captures data from LinkedIn profiles, posts, comments, groups, and company followers, providing a 360-degree view of your target audience.
  • Integration with Dropcontact: Enhances contact databases by appending up-to-date email addresses, optimizing marketing and sales outreach.


  • Free Plan: Includes 30 minutes of execution per month along with one automation workflow.
  • Paid Plans: Begin at $48 per month, offering 20 hours of execution and five automation workflows, plus 500 email enrichments.

Best For: Businesses needing extensive automation across LinkedIn for sophisticated marketing and sales strategies.

3. Captain Data

Captain Data excels at extracting data not just from LinkedIn but from various online platforms, enhancing prospecting and lead enrichment.

Key Features:

  • Multi-Platform Scraping: Enables broad data extraction capabilities across different websites, providing a comprehensive view of the market.
  • Integration with Dropcontact: Efficiently enriches contacts, streamlining outreach efforts.


  • Free Trial: 14-day trial that includes 1000 tasks and three workflows.
  • Paid Plans: Starting from €399 per month for 25,000 tasks and unlimited workflows.

Best For: Companies seeking a versatile tool for multi-platform data extraction that supports extensive market analysis.

4. La Growth Machine

La Growth Machine is ideal for businesses looking to customize their prospecting strategies across multiple channels.

Key Features:

  • Customizable Outreach: Offers the flexibility to tailor LinkedIn scraping, email campaigns, and other outreach sequences to fit specific marketing needs.
  • Integration with Dropcontact: Ensures efficient contact enrichment for more effective campaigns.


  • Paid Plans: Begin at €67 per month.
  • Trial Period: 14-day trial available to evaluate platform capabilities.

Best For: Marketing teams requiring a high degree of customization in their prospecting and outreach strategies.

5. Lyne.ai

Lyne.ai leverages AI technology to enhance LinkedIn prospecting, offering a sophisticated suite of tools for intelligent insights and personalized outreach.

Key Features:

  • AI-Powered Scraping: Utilizes advanced algorithms for data extraction from LinkedIn Sales Navigator, ensuring access to the latest and most relevant data.
  • Intelligent Lead Scoring: Employs machine learning to prioritize prospects based on potential value and readiness to engage.


  • Basic: $39/month for basic features and 500 credits.
  • Professional: $99/month for advanced features and 2,000 credits.
  • Enterprise: Custom pricing available for unlimited credits and features.

Best For: Businesses seeking AI-enhanced scraping and prospecting capabilities for targeted and effective marketing strategies.

6. Dux-Soup

Dux-Soup provides an accessible platform for automating various LinkedIn activities, ideal for individuals and businesses focused on network growth and lead generation.

Key Features:

  • Automated LinkedIn Activities: Automates profile visits, connection requests, and messaging to enhance visibility and engagement.
  • Multi-Account Management: Facilitates management of multiple LinkedIn profiles from a single platform, ideal for businesses with diverse teams and strategies.


  • Starts at: $11.25 per user per month for basic features.

Best For: Those looking for an affordable and effective tool for automating day-to-day LinkedIn activities to boost professional networking and lead generation efforts.

Each tool offers unique strengths tailored to different business needs, from comprehensive data scraping to specialized automation strategies, ensuring that there is a solution available to meet the specific demands of your marketing or sales operations.

7. MagicalAPI

MagicalAPI offers tailored solutions for extracting detailed company and professional profile data, enabling businesses to enrich their databases and enhance lead generation strategies.

Key Features:

  • Company Data: Extract comprehensive details from company profiles including business size, sector, financial status, and more. Learn more.
  • Profile Data: Gain access to detailed information from individual profiles such as employment history, skills, education, and certifications. Learn more.


  • MagicalAPI offers a variety of pricing tiers to cater to different business needs and usage volumes. For specific pricing details, you can visit their pricing page.

Best For: Businesses looking for in-depth, customizable extraction of LinkedIn company and professional profile data for targeted marketing and sales strategies.

MagicalAPI is ideal for companies that require reliable and comprehensive data to drive their marketing and sales efforts, providing them with actionable insights into both companies and professionals.

What are the benefits of a LinkedIn profile scraper?

What Should You Consider When Choosing a LinkedIn Scraping Tool?

  1. Define Your Data Needs: Start by determining the specific type of data you need from LinkedIn, such as job titles, company names, or contact details. Consider how often you'll need to update this data and the volume you require. This will help you choose a tool that not only scrapes efficiently but also organizes data in a way that aligns with your business objectives.
  2. Legal Compliance and Ethical Use: It's crucial to pick a tool that adheres to LinkedIn's terms of service and respects copyright laws. The tool should also comply with GDPR or other relevant data protection regulations to ensure that you handle personal data ethically and legally. Avoid tools that breach data privacy as this can lead to significant legal consequences.
  3. Usability and Technical Integration: Evaluate the tool's ease of use. Does it require advanced technical skills, or is it accessible to someone with basic knowledge? Check if it integrates smoothly with your existing systems, such as CRM software or data analytics platforms. This integration capability is essential for automating data flows and enhancing efficiency.
  4. Scalability and Performance: The chosen tool should be capable of handling the growth of your data needs without compromising speed or accuracy. Look for features that support large-scale data extraction and have robust infrastructure to manage increased loads.
  5. Support and Development Community: A tool with a strong support network and an active development community can be invaluable. This ensures you have access to help when needed and the tool is regularly updated to handle new LinkedIn features and data structures.

By focusing on these areas, you'll be able to select a LinkedIn scraping tool that not only meets your specific data collection needs but also remains compliant with legal standards, integrates well with your systems, scales as your business grows, and has reliable support.


In the fast-evolving digital landscape, leveraging LinkedIn scraping tools can transform your business by enhancing lead generation and providing valuable insights. Each tool offers unique capabilities tailored to specific business needs, from data extraction to intelligent automation. When choosing the right tool, consider your specific requirements, legal constraints, and the tool’s support community to maximize the benefits of LinkedIn data for competitive advantage in your industry.


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