Pricing

Rating

Developer

Actor stats

Categories

Share

LinkedIn Scraper – Profile, Email & Company Data Extractor (No Cookies, No Login)

Scrape any LinkedIn profile or company page by URL or username and get clean, structured data back – name, email, phone, job title, work experience, education, skills, location, followers and 40+ fields. No login, no cookies, no LinkedIn account, no API key required.

Built for lead generation, recruiting, B2B sales prospecting, and CRM enrichment. Export results to CSV, Excel, JSON, or HTML in one click, or pull them through the Apify API.

🔎 Looking for a LinkedIn email scraper, LinkedIn profile scraper, LinkedIn data extractor, or a way to scrape LinkedIn without login at scale? This is it.

✨ Features

• ✅ Scrape LinkedIn by URL or just a username – williamhgates, a full profile URL, or company/microsoft
• ✅ No cookies, no login, no LinkedIn account – nothing to get your account banned
• ✅ Email finder – discovers real business emails + phone numbers from the company website
• ✅ Personal email & mobile (optional) – plug in a free Apollo.io API key
• ✅ Email deliverability check (MX) – know if an address can actually receive mail
• ✅ Full work history with companies & years, education, certifications & licenses
• ✅ Company scraping – industry, size, HQ, website, founded, specialties, employee count
• ✅ Lead expansion – "People also viewed" related profiles
• ✅ Bulk input – paste hundreds of profiles/usernames at once
• ✅ Export to CSV / JSON / Excel / XML / HTML or via API & webhooks

📥 Input

Add one or more of these to LinkedIn URLs or usernames (one per line):

Optional toggles

• 📧 Find email & phone – turn on to enrich each profile with public emails/phones.
• 🎯 Apollo.io API key – paste a free key to also return the person's personal email + mobile.
• 🔑 GitHub token – raises the email-lookup rate limit for developer profiles.

📤 Output (per profile)

🚀 How to use (step by step)

1. Click Try for free / Start.
2. Paste your LinkedIn URLs or usernames (one per line).
3. (Optional) Turn on Find email & phone, and paste an Apollo API key for personal contact.
4. Click Start ▶ and wait a few seconds.
5. Download your results as CSV, Excel, or JSON, or fetch them from the dataset API.

⚙️ How it works

LinkedIn shows a login wall to normal browsers but serves search-engine and social crawlers the full public profile for SEO. This actor uses a real Chrome TLS fingerprint with a crawler User-Agent ladder and reads the structured data LinkedIn itself publishes (JSON-LD + OpenGraph + visible sections). Emails & phones are then enriched only from public sources – the company website and (optionally) the Apollo.io database. Nothing is faked.

❓ FAQ

Can I scrape LinkedIn without logging in? Yes. This actor reads only the public profile data LinkedIn serves to crawlers – no cookies or account needed, so there is nothing to get banned.

Can it get email addresses and phone numbers? It returns real business emails and phones found on the company's own website, plus a deliverability (MX) check. For a person's personal email/mobile, add a free Apollo.io API key – LinkedIn never exposes personal contact info publicly to anyone.

Does it work for company pages too? Yes – paste company/<name> to get industry, size, HQ, website, founded date, specialties and employee count.

Can I scrape profiles in bulk? Yes. Paste as many URLs/usernames as you like; results stream to the dataset.

What can I export? CSV, JSON, Excel, XML, HTML, or pull via the Apify API and webhooks – ideal for CRM and lead-gen pipelines.

Is private/connection-only data available? No. Private profiles, personal emails/mobiles, and exact connection counts are behind LinkedIn's login and are never returned from public data (use the Apollo key for personal contact where available).

💡 Great for

LinkedIn lead generation, recruiting & sourcing, B2B sales prospecting, talent mapping, market research, and CRM enrichment with public professional data.

⚖️ Use responsibly: scrape only public data, respect LinkedIn's Terms of Service, and run at a reasonable rate. This tool does not access private or login-gated data.

Keywords: linkedin scraper, linkedin profile scraper, linkedin email scraper, linkedin email finder, linkedin data extractor, scrape linkedin without login, linkedin company scraper, linkedin lead generation, b2b lead scraper, linkedin contact scraper, export linkedin to csv.