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Top 4 LinkedIn Scrapers To Scrape Data in 2025

Home » Blog » Top 4 LinkedIn Scrapers To Scrape Data in 2025

LinkedIn is the world’s largest professional network, with over 1 billion users, making it an invaluable resource for lead generation, recruitment, and sales prospecting. However, manually collecting data from LinkedIn is slow and inefficient. That’s where LinkedIn scrapers come in—automating the process while ensuring accuracy and compliance.

In this guide, we’ll explore the top four LinkedIn scraping tools in 2025:

  1. LinkedIn Lead Extractor – For extracting contact details from profiles.

  2. LinkedIn Company Extractor – For scraping business and employee data.

  3. LinkedIn Sales Navigator Extractor – For high-intent lead generation.

  4. LinkedIn Recruiter Scraper – For sourcing top talent efficiently.

We’ll cover their key features, benefits, and pricing to help you choose the best tool for your needs.

1. LinkedIn Lead Extractor

Best for: Extracting emails, phone numbers, and contact details from LinkedIn profiles.

Key Features:

✔ Bulk Data Export – Scrape hundreds of leads in minutes. ✔ Email & Phone Extraction – Pull verified contact details. ✔ CRM Integration – Sync with HubSpot, Salesforce, and Pipedrive. ✔ Automated Prospecting – Schedule recurring scrapes for fresh leads.

Benefits:

✅ Saves time compared to manual data collection. ✅ Improves lead quality with verified contact information. ✅ Boosts outreach success with enriched prospect data.

Pricing:

  • Basic Plan: $59.99 for 3 months (1000+ leads/month)

  • Pro Plan: $99/month (2,0000+ leads/month)

  • Enterprise Plan: Custom pricing (10,000+ leads/month)

2. LinkedIn Company Extractor

Best for: Extracting company profiles, employee lists, and industry insights.

Key Features:

✔ Company Data Scraping – Get firmographics (size, industry, revenue). ✔ Employee List Extraction – Export key decision-makers. ✔ Competitor Analysis – Track industry trends and benchmarks. ✔ CSV/Excel Export – Easy integration with analytics tools.

Benefits:

✅ Enhances B2B prospecting with accurate company data. ✅ Supports ABM strategies by identifying target accounts. ✅ Streamlines market research with structured datasets.

Pricing:

  • Starter Plan: $60 for 3 months (1,000 company profiles/month)

  • Business Plan: $199/month (5,0000 company profiles/month)

  • Enterprise Plan: Custom pricing (Unlimited scraping)

3. LinkedIn Sales Navigator Extractor

Best for: Extracting high-quality leads from LinkedIn’s premium Sales Navigator.

Key Features:

✔ Advanced Filter Scraping – Extract leads by job title, industry, and seniority. ✔ Email & Phone Enrichment – Append missing contact details. ✔ Automated Lead Lists – Export prospects in bulk. ✔ CRM & Outreach Integration – Works with Lemlist, Outreach.io.

Benefits:

✅ Maximizes Sales Navigator ROI by automating lead extraction. ✅ Improves prospecting accuracy with verified data. ✅ Scales outreach campaigns with structured lead lists.

Pricing:

  • Basic Plan: $99 for 3 months (2,000 leads/month)

  • Advanced Plan: $199/month (5,000 leads/month)

  • Custom Plan: Contact for enterprise solutions.

4. LinkedIn Recruiter Scraper

Best for: Sourcing candidates, exporting profiles, and automating recruitment.

Key Features:

✔ Candidate Profile Extraction – Scrape skills, experience, and contact info. ✔ Boolean Search Scraping – Export results from LinkedIn Recruiter searches. ✔ ATS Integration – Sync with Greenhouse, Lever, and Workable. ✔ Automated Outreach – Schedule personalized LinkedIn messages.

Benefits:

✅ Reduces hiring time with automated candidate sourcing. ✅ Enhances talent pool with structured candidate data. ✅ Improves recruiter efficiency by eliminating manual searches.

Pricing:

  • Starter Plan: $99 for  3 months (1000 candidate profiles/month)

  • Professional Plan: $149/month (5,000 candidate profiles/month)

  • Enterprise Plan: Custom pricing (Unlimited scraping).

Which LinkedIn Scraper Should You Choose?

Tool Best For Starting Price
LinkedIn Lead Extractor Contact details & emails $59/month
LinkedIn Company Extractor Business & employee data $59/month
LinkedIn Sales Navigator Extractor Premium lead generation $99/month
LinkedIn Recruiter Scraper Candidate sourcing $99/month

Final Recommendation:

  • For Sales Teams: Use LinkedIn Sales Navigator Extractor for high-intent leads.

  • For Recruiters: LinkedIn Recruiter Scraper is the best choice.

  • For B2B Marketers: LinkedIn Company Extractor provides valuable firmographics.

  • For General Prospecting: LinkedIn Lead Extractor is the most versatile.

Is LinkedIn Scraping Legal?

LinkedIn’s Terms of Service restrict automated scraping, but publicly available data can be ethically extracted if: ✔ You avoid aggressive scraping (use rate limits). ✔ You comply with GDPR/CCPA (don’t misuse personal data). ✔ You use data for legitimate business purposes (not spamming).

Final Thoughts

LinkedIn data extraction tools save time, improve lead quality, and enhance prospecting efficiency. Whether you need lead generation, recruitment, or company insights, the right scraper can automate the process while ensuring compliance.

Key Takeaways: ✅ LinkedIn Lead Extractor – Best for contact details. ✅ LinkedIn Company Extractor – Ideal for B2B firmographics. ✅ LinkedIn Sales Navigator Extractor – Top choice for premium leads. ✅ LinkedIn Recruiter Scraper – Perfect for talent sourcing.

Need a LinkedIn scraper? Choose based on your use case and budget for maximum ROI!

Shop Now: Email: aslogger@ahmadsoftware.com WhatsApp: +92-3084471774

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