6 Best LinkedIn People Search Scrapers in 2025 (Updated)
Finding the best LinkedIn People Search scrapers can make a huge difference in gathering valuable professional data and leads. These tools help automate the process of collecting information from LinkedIn profiles, saving countless hours of manual work.
The top LinkedIn scraping tools in 2025 offer reliable data extraction, advanced filtering options, and compliance with LinkedIn's terms of service while delivering accurate results at scale. The right scraper can transform how you build contact lists, research potential clients, or identify industry experts without spending days clicking through profiles.
1. Apify LinkedIn People Search Scraper
The Apify LinkedIn People Search Scraper stands out as a powerful tool for extracting data from LinkedIn people search results. It uses existing LinkedIn sessions through cookies to access and collect information like names, job titles, locations, and profile URLs. The scraper handles up to 1,000 search results per query while respecting LinkedIn's rate limits.
Pricing: The scraper operates on Apify's platform with usage-based pricing that scales with your needs. Credits are consumed based on the number of profiles scraped and computing resources used.
Key features:
- Extracts detailed profile information including full names, locations, and headlines
- Works with custom search filters for targeted results
- Supports company employee list extraction
- Allows scraping of event attendees
- Includes follower list collection capabilities
- Customizable delay settings between requests
- No login credentials required - works with cookie-based authentication
- Structured JSON output format
- Compatible with LinkedIn Sales Navigator
- Built-in proxy rotation system
2. Evaboot LinkedIn Scraper
Evaboot is a specialized LinkedIn scraping tool designed for sales teams and recruiters who need to extract profile data and contact information. The platform works with both regular LinkedIn and Sales Navigator to collect data like names, job titles, company details, and email addresses. It includes built-in safety features to prevent account blocks while scraping.
Pricing: Plans start at $49 per month for basic features, with advanced packages available for teams that need more data extraction capabilities and automation options.
Key features:
- Advanced email finder and verification system
- Bulk data extraction from Sales Navigator searches
- Export options to CSV, Excel, and CRM platforms
- Auto-throttling to stay within LinkedIn's limits
- Custom filters for targeted lead generation
- Cloud-based operation with no installation needed
- Integration with popular CRM systems
- Real-time data updates and verification
- Built-in duplicate detection
- Team collaboration tools
3. Bright Data LinkedIn Profile Scraper
Bright Data's LinkedIn Profile Scraper is a specialized tool that extracts public data from LinkedIn profiles automatically. It handles complex tasks like proxy rotation, request throttling, and CAPTCHA solving without requiring technical setup.
The scraper collects key profile data including names, job titles, locations, work history, education details, and skills. It provides access to over 47,000 LinkedIn profiles and maintains a 99.99% uptime rate.
Pricing: The service charges $0.001 per record scraped, with custom enterprise pricing available for large-scale data collection needs.
Key features:
- Automated extraction of public LinkedIn profile data
- Coverage across 195 countries using 150M+ real user IPs
- No-code solution and API access options
- Automatic proxy management and IP rotation
- Real-time data extraction
- Export options in JSON and CSV formats
- Built-in CAPTCHA solving
- Automatic request rate limiting
4. Mass LinkedIn Profile Scraper
Mass LinkedIn Profile Scraper is a powerful data extraction tool designed specifically for LinkedIn profile data collection. The tool automates the process of gathering contact information, professional details, and company data from LinkedIn profiles at scale. It works through the Apify platform, which ensures reliable and efficient data extraction.
Pricing: The tool is available through Apify's platform pricing, starting at $49 per month with a free trial option. Custom enterprise plans are available for larger scale operations.
Key features:
- Extracts complete profile information including name, title, location, and work history
- Finds email addresses and contact details from public profiles
- Collects company information and professional experience data
- Exports data in multiple formats including CSV and JSON
- Respects LinkedIn's rate limits to ensure compliant scraping
- Supports custom filters and search parameters
- Offers automatic retry mechanisms for failed requests
- Includes proxy rotation to prevent IP blocking
5. ScrapIn LinkedIn Extractor
ScrapIn is a cloud-based API platform that specializes in LinkedIn data extraction at scale. It focuses on delivering real-time data while maintaining high accuracy and reliability. The platform is built for developers and technical teams who need to integrate LinkedIn scraping capabilities into their applications.
Pricing: Plans start at $99 per month for basic access, with custom enterprise pricing available for larger volumes. Each plan includes API access, technical support, and different levels of monthly data extraction limits.
Key features:
- Real-time data extraction from LinkedIn profiles and company pages
- Easy-to-integrate REST API endpoints
- Automatic proxy rotation and IP management
- Built-in rate limiting to avoid blocks
- JSON format data output
- Custom data field selection
- Advanced search filters
- Multi-threading support for faster extraction
- Regular updates to maintain compatibility with LinkedIn changes
6. Relevance AI LinkedIn Scraper
Relevance AI LinkedIn Scraper is a powerful tool that focuses on extracting detailed information from LinkedIn profiles, companies, and job listings. It offers advanced API capabilities to collect professional data while following LinkedIn's guidelines. The platform uses AI technology to process and organize the scraped data into usable formats for business intelligence and lead generation.
Pricing: The tool offers custom pricing based on usage needs and data volume requirements. Users need to contact the sales team for specific pricing details and package options.
Key features:
- Profile data extraction including work history, skills, and education
- Company information scraping with employee counts and business details
- Job posting data collection with salary and requirement details
- AI-powered data summarization capabilities
- API integration options for automated data collection
- Compliance tools to ensure ethical data gathering
- Custom data filtering and export options
- Real-time data updates and monitoring
Conclusion
After reviewing all the options, the Best LinkedIn people search scraper is Apify because of its robust features, reliable performance, and excellent data extraction capabilities. The platform delivers accurate results while maintaining compliance with LinkedIn's terms of service, making it ideal for lead generation and recruitment needs.