Looking to Scrape LinkedIn? Compare the Top 21 LinkedIn Data Scraping Tools

Looking to Scrape LinkedIn? I Compared the Top 21 LinkedIn Data Scraping Tools

In the digital age, LinkedIn is a goldmine of professional data. Whether you’re a marketer, recruiter, or data analyst, scraping LinkedIn data can give you invaluable insights into industries, competitors, and potential leads. However, manually extracting this data can be a tedious task, which is why LinkedIn data scraping tools have become so popular.

If you’re looking to automate your data extraction process, you’re in luck. I’ve tested and compared the top 21 LinkedIn data scraping tools, considering their features, ease of use, pricing, and compliance with LinkedIn’s guidelines. Here’s what you need to know.

1. Phantombuster
Phantombuster is an automation tool known for its versatility across social media platforms, including LinkedIn.

• Features: Offers a range of “Phantoms” to automate tasks like scraping profiles, connections, and job listings.
• Ease of Use: Very user-friendly with no coding required.
• Pricing: Free plan available, with paid plans starting at $30 per month.
• Compliance: Phantombuster advises users to stay within LinkedIn’s limits to avoid account issues.

2. Octoparse
Octoparse is a no-code web scraping tool ideal for beginners and experts alike.

• Features: Supports point-and-click data extraction, cloud scraping, and handling dynamic content.
• Ease of Use: Highly intuitive and easy to navigate.
• Pricing: Free plan available, with paid plans starting at $75 per month.
• Compliance: Encourages ethical scraping practices to avoid detection.

3. Scrapy
Scrapy is an open-source web crawling framework favored by developers for its customization capabilities.

• Features: Robust scraping features, supports large-scale projects.
• Ease of Use: Requires coding knowledge, making it best for developers.
• Pricing: Free, open-source tool.
• Compliance: Users need to ensure they comply with LinkedIn’s terms.

4. DataMiner
DataMiner is a browser extension that simplifies data scraping with a point-and-click interface.

• Features: Extracts data from LinkedIn and other websites without coding.
• Ease of Use: Extremely easy to use, suitable for beginners.
• Pricing: Free plan available, premium plans start at $20 per month.
• Compliance: Advises users to scrape responsibly.

5. ParseHub
ParseHub is a visual data extraction tool that handles complex websites like LinkedIn.

• Features: Point-and-click interface, handles AJAX and dynamic content.
• Ease of Use: Designed for non-technical users, but offers advanced features.
• Pricing: Free plan available, paid plans start at $149 per month.
• Compliance: Users should avoid aggressive scraping.

6. Apify
Apify is a cloud platform for building and managing web scrapers, with tools for LinkedIn.

• Features: Customizable scraping solutions, API integration.
• Ease of Use: Requires some technical knowledge but offers pre-built solutions.
• Pricing: Free tier available, with paid plans starting at $49 per month.
• Compliance: Tools to help users stay compliant.

7. WebHarvy
WebHarvy is a point-and-click scraper that automates data extraction without programming.

• – Features: Scrapes LinkedIn profiles, auto-detects patterns.
• – Ease of Use: User-friendly, ideal for non-technical users.
• – Pricing: One-time payment of $139.
• – Compliance: Guidance on ethical scraping.

8. Diffbot
Diffbot uses AI to extract structured data from LinkedIn and other web pages.

• – Features: Machine learning for data extraction, large-scale scraping.
• – Ease of Use: Requires some technical knowledge.
• – Pricing: Customized based on usage.
• – Compliance: Focus on enterprise solutions with compliance guidance.

9. OutWit Hub
OutWit Hub is a web scraping tool integrated with Firefox, capable of LinkedIn scraping.

• – Features: Automation options, data templates, image harvesting.
• – Ease of Use: Requires some learning but powerful once mastered.
• – Pricing: Free version available, premium versions start at $49.
• – Compliance: Encourages responsible scraping.

10. LeadLeaper
LeadLeaper specializes in extracting contact information like emails from LinkedIn profiles.

• – Features: Integrates with LinkedIn, automates contact extraction.
• – Ease of Use: Extremely easy to use, focused on lead generation.
• – Pricing: Free tier available, with paid plans starting at $29 per month.
• – Compliance: Built to work within LinkedIn’s framework.

11. TexAu
TexAu is an automation tool for LinkedIn scraping and other social media tasks.

• – Features: Pre-built workflows, supports multiple platforms.
• – Ease of Use: User-friendly for those familiar with automation tools.
• – Pricing: Paid plans start at $29 per month.
• – Compliance: Advises users to stay within LinkedIn’s limits.

12. SalesQL
SalesQL is a LinkedIn-focused tool that scrapes contact information like emails and phone numbers.

• – Features: Extracts emails, phone numbers, and social profiles.
• – Ease of Use: Simple interface designed for lead generation.
• – Pricing: Free plan available, with premium plans starting at $39 per month.
• – Compliance: Requires cautious use to avoid LinkedIn restrictions.

13. Zopto
Zopto is a lead generation tool that automates LinkedIn outreach and data scraping.

• – Features: Automates LinkedIn connections, messaging, and data extraction.
• – Ease of Use: User-friendly with a focus on lead generation.
• – Pricing: Plans start at $215 per month.
• – Compliance: Built to operate within LinkedIn’s terms.

14. Linked Helper
Linked Helper is an automation tool that focuses on LinkedIn profile scraping and lead generation.

• – Features: Automates connection requests, messaging, and profile visits.
• – Ease of Use: Easy to set up with a clear focus on automation.
• – Pricing: Free trial available, with paid plans starting at $15 per month.
• – Compliance: Users should avoid aggressive automation to prevent account issues.

15. Dux-Soup
Dux-Soup is a LinkedIn automation tool that scrapes profiles and automates outreach.

• – Features: Automates profile visits, messaging, and data extraction.
• – Ease of Use: Simple interface, ideal for automating LinkedIn activities.
• – Pricing: Free version available, with premium plans starting at $11.25 per month.
• – Compliance: Advises against excessive use to remain compliant.

16. LinkedIn Sales Navigator Extractor
This tool specializes in extracting data from LinkedIn Sales Navigator.

• – Features: Extracts contact details, company information, and more from Sales Navigator.
• – Ease of Use: Tailored for users of LinkedIn Sales Navigator.
• – Pricing: Plans start at $59 per month.
• – Compliance: Designed to work within Sales Navigator’s framework.

17. Web Scraper
Web Scraper is a Chrome extension that allows you to build site-specific scrapers for LinkedIn.

• – Features: Customizable scraping templates, easy data export options.
• – Ease of Use: Requires some setup but offers flexibility.
• – Pricing: Free, with optional paid features.
• – Compliance: Users must ensure compliance with LinkedIn’s terms.

18. Proxycrawl
Proxycrawl is a scraping tool that includes a LinkedIn API for data extraction.

• – Features: Supports large-scale data extraction, proxies to avoid detection.
• – Ease of Use: Suitable for users with some technical knowledge.
• – Pricing: Pay-as-you-go model, pricing based on usage.
• – Compliance: Designed to help avoid detection by LinkedIn.

19. Captain Data
Captain Data automates LinkedIn tasks including data scraping, profile visits, and connection requests.

• – Features: Pre-built automation templates, multi-step workflows.
• – Ease of Use: User-friendly with drag-and-drop interface.
• – Pricing: Paid plans start at $50 per month.
• – Compliance: Advised to stay within LinkedIn’s automation limits.

20. Zerobounce LinkedIn Email Finder
Zerobounce is primarily an email verification tool, but it also offers LinkedIn email extraction.

• Features: Finds and verifies emails from LinkedIn profiles.
• Ease of Use: Easy-to-use interface with email verification.
• Pricing: Plans start at $16 per month.
• Compliance: Built to work with LinkedIn’s terms.

21. Wiza
Wiza is a LinkedIn scraping tool focused on extracting emails and contact information from LinkedIn profiles.

• Features: Extracts data in bulk, integrates with LinkedIn Sales Navigator.
• Ease of Use: Simple and straightforward, designed for lead generation.
• Pricing: Plans start at $50 per month.
• Compliance: Advises users to operate within LinkedIn’s guidelines.

Choose the Right Tool for Your Needs and Select the right LinkedIn data scraping tool depends on your specific needs, technical skills, and budget.