9 Best LinkedIn Job Scrapers in 2025 (Updated)

The best LinkedIn Job Scrapers make finding and analyzing job opportunities fast and efficient. These powerful tools help job seekers and recruiters save time by automatically collecting job listings, company details, and salary information from LinkedIn's vast database. Using LinkedIn scraping tools can give you a competitive edge by accessing thousands of job listings in minutes instead of spending hours manually searching.

A computer screen displaying nine LinkedIn job listings being scraped

Modern job hunting requires smart automation to stay ahead of other candidates. The right scraping tool lets you track new positions, monitor salary trends, and gather crucial data about potential employers - all while following LinkedIn's terms of service and respecting data privacy rules.

1. Apify LinkedIn Jobs Scraper

The Apify LinkedIn Jobs Scraper is a powerful automation tool that extracts detailed job listings from LinkedIn's vast database. This robust scraper collects comprehensive information about job vacancies, including position details, salary ranges, and required qualifications. It processes search results efficiently and delivers accurate data in various formats for easy analysis.

Pricing: Apify offers flexible pricing based on platform usage, with costs determined by compute units and proxy usage. The scraper can be run on the free plan for small-scale scraping needs.

Key features:

  • Advanced search filters for precise job targeting
  • Multiple data export formats (JSON, CSV, HTML)
  • Complete job listing details including salary information
  • Company profile data extraction
  • Location-based job searching
  • Real-time market trend analysis
  • High success rate above 98%
  • Customizable search parameters
  • User-friendly interface for easy setup
  • Automated data collection at scheduled intervals

2. PhantomBuster LinkedIn Job Scraper

PhantomBuster LinkedIn Job Scraper is a specialized automation tool designed to extract job listing data from LinkedIn into organized spreadsheets. The tool efficiently collects information from job postings, including job titles, company names, locations, and descriptions. It helps recruiters and job seekers save time by automating the data collection process that would typically require manual effort.

Pricing: The service is available through PhantomBuster's tiered pricing model, starting with a free plan that includes 100 automation runs per month. Paid plans begin at $30 per month, offering increased automation credits and additional features.

Key features:

  • Automated extraction of job posting details into spreadsheet format
  • Integration with Google Sheets for easy data management
  • Ability to scrape multiple job listings simultaneously
  • Export options for CSV and JSON formats
  • Customizable data fields for specific information needs
  • Regular updates to maintain compatibility with LinkedIn changes
  • Easy-to-use interface with minimal setup required
  • Compatible with other PhantomBuster automation tools

3. Dux-Soup LinkedIn Extension

Dux-Soup is a popular Chrome extension that helps automate LinkedIn activities and extract data from LinkedIn profiles. This tool works directly in your browser and helps sales teams and recruiters collect contact information, send connection requests, and manage LinkedIn outreach campaigns while following LinkedIn's usage limits.

Pricing: The tool offers three pricing tiers - Starter ($11.25/month), Professional ($41.25/month), and Turbo ($55/month). Each plan comes with different automation and data extraction features.

Key features:

  • Automatic profile data extraction including names, titles, companies, and contact details
  • Built-in safety features to stay within LinkedIn's limits
  • Campaign tracking and performance analytics
  • Customizable message templates for outreach
  • Auto-visiting profiles and sending connection requests
  • CSV export of extracted data
  • Integration with CRM systems
  • Tag and note management for leads
  • Profile visit history tracking
  • Smart scheduling of activities

4. LinkedinScraper by cwwmbm

LinkedinScraper by cwwmbm is a free Python application that lets you scrape job postings from LinkedIn and save them to a SQLite database. This open-source tool helps automate the job search process by collecting job listing data without manual searching.

Pricing: Free and open-source. Users can download and use the tool at no cost since it's hosted on GitHub.

Key features:

  • Automatic scraping of LinkedIn job postings
  • Data storage in SQLite database format
  • Python-based implementation for easy customization
  • Support for search filters and parameters
  • Local data storage for offline access to job listings
  • Simple command-line interface

5. Octoparse LinkedIn Scraper

Octoparse is a versatile web scraping tool that lets users extract LinkedIn job data without coding knowledge. The tool works on both Windows and Mac systems, offering an easy-to-use interface for gathering job postings, company information, and other public LinkedIn data.

Pricing: The free plan includes basic features and 10,000 records per month. Paid plans start at $75 per month with more advanced features and higher data limits.

Key features:

  • Point-and-click interface for easy data extraction
  • Built-in templates for LinkedIn job scraping
  • Auto-detection of job posting elements
  • Export options to CSV, Excel, and other formats
  • Cloud-based scraping capability
  • Support for scheduled data collection
  • Visual workflow builder
  • Compatible with dynamic web pages
  • IP rotation to avoid blocks

6. Scrapingdog LinkedIn Job Scraper

Scrapingdog provides a straightforward API-based LinkedIn scraping solution that lets users extract job listings and related data from LinkedIn. The tool handles complex challenges like proxy management, browser automation, and CAPTCHA solving, delivering clean HTML data from LinkedIn job pages through simple API calls.

Pricing: Free tier includes 1000 API calls per month. Paid plans start at $49/month for 100,000 API calls and scale up based on usage requirements.

Key features:

  • REST API for easy integration with any programming language
  • Automatic proxy rotation and management
  • CAPTCHA solving capabilities
  • Job posting details extraction including title, company, location, and description
  • CSV export options for data organization
  • Real-time data extraction
  • High success rate with anti-blocking measures
  • Clean JSON output format
  • API documentation and code examples
  • Technical support for implementation

7. Web Scraping with Beautiful Soup

Beautiful Soup is a Python library that makes it simple to scrape data from LinkedIn job listings by parsing HTML and XML documents. The library works well for extracting job information like titles, companies, locations, and descriptions from LinkedIn's static web pages. It provides a straightforward way to navigate the HTML structure and select specific elements using tags, classes, and IDs.

Pricing: Beautiful Soup is a free, open-source library that can be installed using Python's package manager pip. There are no subscription fees or usage limits.

Key features:

  • Easy HTML parsing and navigation through web page elements
  • Support for different parsers like lxml and html5lib
  • Simple syntax for finding and extracting data
  • Compatible with most Python versions
  • Works well for static LinkedIn job pages
  • Built-in methods for handling common HTML operations
  • Extensive documentation and community support
  • Lightweight and fast performance
  • Error handling capabilities

8. LinkedIn Job Scraper Phantom

LinkedIn Job Scraper Phantom is a specialized automation tool designed to extract job listing data from LinkedIn. This scraper collects detailed information from job postings and exports it into organized spreadsheets for easy analysis and processing.

Pricing: The tool is available through PhantomBuster's tiered pricing system, starting at $39 per month for the basic plan, which includes access to this and other automation tools on their platform.

Key features:

  • Extracts comprehensive job listing details including titles, companies, and descriptions
  • Integrates seamlessly with Google Sheets for data organization
  • Supports bulk scraping of multiple job listings
  • Automated data extraction on a scheduled basis
  • Exports data in CSV format for easy analysis
  • Includes filtering options to target specific job types
  • Works with both public and private LinkedIn job posts
  • Regular updates to maintain compatibility with LinkedIn's platform
  • User-friendly interface requiring minimal setup

9. Proxycurl LinkedIn Scraper

Proxycurl is a professional LinkedIn data extraction API service that helps businesses collect information from LinkedIn profiles, company pages, and job listings. The API provides clean, structured data while maintaining high success rates and reliable performance.

The service lets users extract details like work experience, education, skills, and contact information from LinkedIn profiles. It works through simple API endpoints that return data in JSON format.

Pricing: Starts at $29 per month for basic access, with higher tiers available for increased usage and additional features. Price per profile varies based on subscription level.

Key features:

  • Profile data extraction for personal and company pages
  • Contact information enrichment capabilities
  • Job posting data collection
  • High success rates and reliable uptime
  • Clean, structured JSON data output
  • Multiple API endpoints for different data needs
  • Regular updates to maintain scraping reliability
  • Detailed documentation and support

Conclusion

After reviewing all the options, the best LinkedIn Job Scraper is Apify because it offers an exceptional combination of user-friendly features, reliable data extraction, and customizable job search capabilities. Its ability to generate detailed reports in multiple formats while maintaining high accuracy makes it stand out among competitors. The platform's simple interface paired with powerful search functionality delivers real value for both individual job seekers and recruitment professionals.

Subscribe to ScrapeDiary - Ultimate Guide to Automating Revenue Growth

Don’t miss out on the latest issues. Sign up now to get access to the library of members-only issues.
jamie@example.com
Subscribe