12 Best LinkedIn Scrapers in 2025 (Updated)
Many professionals need to find the best LinkedIn scrapers to gather data for business growth and lead generation. Finding the right tool can help save time and boost sales results through automated data collection.
The top LinkedIn scraping tools in 2025 range from free open-source options to advanced paid platforms with powerful automation features. These tools help extract contact information, company details, and professional networks while following LinkedIn's usage guidelines. Whether you're a sales team, recruiter, or market researcher, there's a LinkedIn scraper suited for your needs.
1. Apify
Apify is the most advanced LinkedIn scraping platform available today. It provides powerful automation tools specifically designed for LinkedIn data extraction. The platform excels at handling large-scale scraping tasks while maintaining high success rates and avoiding IP blocks. Its cloud-based infrastructure ensures reliable performance and scalability for businesses of all sizes.
Pricing: Plans start at $49 per month, offering access to essential scraping features and cloud storage capabilities. Custom enterprise plans are available for larger organizations with specific needs.
Key Features:
- Advanced anti-blocking system to prevent detection
- Cloud-based storage for scraped data
- Built-in proxy rotation system
- Multiple data export formats (CSV, JSON, Excel)
- Automated scheduling of scraping tasks
- Real-time monitoring dashboard
- Customizable scraping parameters
- API access for integration with other tools
2. Bright Data's LinkedIn Scraper API
Bright Data's LinkedIn Scraper API is a dedicated tool for extracting public data from LinkedIn profiles, companies, and job listings. The API handles IP rotation and CAPTCHA solving automatically, making it suitable for both small and large-scale data collection needs.
Pricing: The service starts at $0.001 per record. Pay-as-you-go plans are available, with pricing based on the volume of data extracted.
Key Features:
- Extracts profile data including name, about section, education, interests, company info, and job titles
- Supports data collection from 1,000 to 1 million records without performance issues
- Delivers data in JSON or CSV formats for easy integration
- Complies with GDPR and CCPA regulations for ethical data gathering
- Includes automatic IP rotation and CAPTCHA solving
- Provides API access and no-code solutions for different technical skill levels
- Offers real-time data extraction with high success rates
- Maintains data accuracy through regular updates
The scraper can handle multiple data points including professional experience, recommendations, and social activity metrics. It works well for both individual profiles and company pages.
3. Evaboot
Evaboot is a powerful LinkedIn automation tool designed for data extraction and lead generation. It works as a Chrome extension that integrates directly with LinkedIn Sales Navigator to help sales teams and recruiters gather contact information and profile data efficiently.
Pricing: Plans start at $49 per month for individual users, with team and enterprise options available for larger organizations.
Key Features:
- Export up to 2,500 LinkedIn profiles per day with Sales Navigator
- Direct integration with LinkedIn Sales Navigator for enhanced data accuracy
- Automated email finding capabilities
- Export data to CSV format
- Built-in CRM integration options
- Compliant with LinkedIn's terms of service
- Real-time data verification
- Smart filtering options for better targeting
4. Dripify
Dripify is a cloud-based LinkedIn automation and prospecting platform built for sales teams, marketers, and recruiters. The platform combines LinkedIn scraping capabilities with automation features to help users extract valuable contact information and data from LinkedIn profiles efficiently.
The tool can extract email addresses, phone numbers, and other profile details from LinkedIn pages and export them to CSV files. Users can then use this data for email marketing, remarketing campaigns, or cold calling initiatives.
Pricing: Monthly plans start at $39 per user, with higher tiers offering additional features and automation capabilities. A free trial is available for new users to test the platform.
Key Features:
- Email and contact information extraction from LinkedIn profiles
- Export data to CSV format
- Integration with email marketing platforms
- Automated LinkedIn prospecting and outreach
- Campaign management tools
- Activity monitoring and analytics
- Multi-account management
- Cloud-based platform with no installation needed
5. SalesRobot
SalesRobot is a specialized LinkedIn automation tool designed for sales professionals and marketers. It helps users automate their LinkedIn outreach campaigns while staying within LinkedIn's usage limits.
The platform excels at running automated messaging campaigns with personalization features. It works directly with LinkedIn Sales Navigator to find and connect with potential leads more effectively.
Pricing: Plans start at $99 per month for basic features, with higher tiers offering more advanced automation capabilities and multiple account management.
Key Features:
- Automated LinkedIn messaging campaigns with personalization options
- Integration with LinkedIn Sales Navigator
- Campaign performance tracking and analytics
- Cloud-based system that runs 24/7
- Custom message templates and sequences
- Safety features to protect LinkedIn accounts
- Advanced filtering and targeting options
The tool maintains high safety standards by using smart delays between actions and limiting daily connection requests. It helps sales teams save time by automating repetitive tasks while keeping outreach messages personal.
6. Proxycurl
Proxycurl is a professional LinkedIn scraping API service designed for developers and businesses who need reliable data extraction from LinkedIn profiles. The service offers high-quality data enrichment capabilities and maintains strict compliance with data protection regulations while providing clean, structured data outputs.
Pricing: Pricing starts at $0.10 per credit, with each credit allowing one profile enrichment. Enterprise plans are available for larger-scale operations with custom pricing based on volume requirements.
Key Features:
- RESTful API integration for seamless data extraction
- High success rate with 98%+ uptime guarantee
- Built-in proxy rotation system
- Structured JSON data output format
- Real-time data enrichment capabilities
- Company and employee data extraction
- GDPR and CCPA compliant operations
- Rate limiting protection
- Extensive API documentation
- 24/7 technical support
- Regular updates to maintain scraping reliability
- Support for multiple data points including job history, skills, and education
7. Phantombuster
Phantombuster is a powerful automation platform that specializes in LinkedIn data extraction. The tool can pull public information from LinkedIn profiles, company pages, and posts without needing coding skills. It works directly with LinkedIn and Sales Navigator to gather contact details, work history, and other profile data.
The platform connects smoothly with common business tools like Google Sheets and HubSpot CRM. This makes it easy to organize and use the collected data for sales and marketing.
Pricing: Plans start at $59 per month for basic features. The Business plan costs $139 monthly and includes more advanced scraping options and higher extraction limits.
Key Features:
- Export profile details including name, job title, company, and public email addresses
- Scrape LinkedIn posts and engagement metrics
- Collect data from Sales Navigator searches
- Automate data exports to CRM systems
- Simple no-code interface
- Built-in scheduling for automated data collection
- Free trial available to test features
8. Zopto
Zopto is a LinkedIn automation and data extraction tool designed for B2B lead generation. The platform helps sales teams gather contact information, company details, and professional data from LinkedIn profiles while maintaining compliance with LinkedIn's terms of service.
Pricing: Plans start at $89 per month for basic features, with advanced plans available for teams and enterprises that need more extensive data collection capabilities.
Key Features:
- Automated data extraction from LinkedIn profiles and company pages
- Export options in CSV and Excel formats
- Built-in CRM integration capabilities
- Custom search filters for targeted lead generation
- Profile and company data enrichment
- Rate limiting to prevent account restrictions
- Team collaboration tools
- Automated follow-up sequences
- Real-time data verification
9. Octoparse
Octoparse is a no-code LinkedIn scraping tool that makes data extraction simple for users without technical skills. The tool uses a template-based system to pull job postings and other data from LinkedIn profiles. Users just need to paste the URL, and the system automatically detects relevant data fields to capture.
Pricing: The tool offers a free plan with basic features. Paid plans start at $75 per month, which includes more templates and advanced scraping options.
Key Features:
- Auto-detection of data fields saves time in setup
- No coding skills needed to use the platform
- Custom workflow creation for specific scraping needs
- Built-in templates for LinkedIn job listings
- Cloud-based scraping to handle large amounts of data
- Export options in multiple formats like CSV and Excel
- Regular updates to maintain scraping reliability
- Visual point-and-click interface for easy navigation
10. HiQ Labs
HiQ Labs made headlines in the landmark legal case against LinkedIn. The company developed tools to scrape public LinkedIn profiles and analyze the data to help employers predict when their employees might leave for other jobs. This sparked a major debate about data scraping and led to an important court ruling that shaped how companies can collect publicly available data from LinkedIn.
Pricing: No longer available as a commercial product due to legal challenges and subsequent business changes.
Key features when it operated:
- Public profile data collection from LinkedIn
- Employee retention prediction algorithms
- Workforce analytics and insights
- Automated data gathering from public profiles
- Risk assessment tools for employee turnover
The case between HiQ Labs and LinkedIn became a significant precedent for web scraping legality. The court's initial ruling favored HiQ Labs, which helped establish some legal framework around accessing public data on social media platforms.
11. TexAu
TexAu is a cloud-based automation toolbox designed for LinkedIn data extraction and lead generation. It offers a user-friendly interface that helps businesses collect information from LinkedIn profiles and company pages without requiring technical expertise. The platform specializes in automating repetitive tasks and streamlining the data collection process.
Pricing: Plans start at $29 per month for basic features, with professional plans available for teams and businesses that need more advanced capabilities and higher automation limits.
Key Features:
- Profile data extraction including names, titles, locations, and contact information
- Company page scraping for business details and employee information
- Multiple input source options for batch processing
- Cloud-based operation with no software installation required
- Export options in various formats like CSV and Excel
- Automatic data enrichment and verification
- Integration with other marketing and CRM tools
12. ScrapingBee
ScrapingBee is a web scraping tool that combines scraping capabilities with a large proxy pool to extract LinkedIn data safely and efficiently. The platform handles proxy rotation, browser fingerprints, and CAPTCHAs automatically to prevent IP blocks while collecting profile information.
Pricing: Plans start at $49 per month for 100,000 API credits. A free trial is available with 1,000 credits to test the service.
Key Features:
- Built-in proxy rotation system with thousands of IPs
- Automatic CAPTCHA solving
- Browser fingerprint randomization
- JavaScript rendering support
- Simple API integration
- Real-time data extraction
- Anti-bot detection measures
- Custom headers and cookies support
- Concurrent request handling
- Export options in JSON and CSV formats
Conclusion
After reviewing all the options, the best LinkedIn scraper is Apify because it provides comprehensive data extraction without requiring login credentials, offers customizable scraping delays, and delivers detailed profile information including work history, skills, certifications, and education details while maintaining account safety.