🔗 LinkedIn Intelligence Scraper — Profile Enrichment, Email Discovery & Lead Scoring

Turn LinkedIn profile URLs into rich, structured lead records — complete with work history, education, skills, discovered email addresses and an AI lead score (0–100). Paste a list of profile links and the Actor pulls each person's full profile, attempts to find their professional email from profile text and company domain, and ranks lead quality so sales and recruiting teams can prioritize who to contact first. No LinkedIn cookies or login required. Export to JSON/CSV/Excel, run on a schedule, call via API, or connect to Make, Zapier or n8n.

👤 What is the LinkedIn Intelligence Scraper?

It's a profile-enrichment Actor that converts public LinkedIn profile URLs into clean, analysis-ready data. For each profile it extracts the core details (name, headline, location, current role, experience, education, skills), runs an email discovery engine that checks the bio and generates likely company-domain addresses, and computes a transparent 0–100 lead score from profile completeness, contact availability and professional signals — so you can build prioritized prospect and candidate lists in minutes.

What data does it extract?

• Identity: full_name, first_name, last_name, headline, summary, public_identifier
• Location: location, country
• Current role: current_company, current_title, current_company_linkedin
• Contact: email (+ email_confidence), phone (+ phone_confidence)
• Reach: connections, followers
• Work history: experiences[] (company, title, dates, location, current flag)
• Background: education[], skills[], languages[], certifications[]
• Media: profile_pic_url, background_cover_image_url
• lead_score (0–100) — AI-calculated lead quality
• Metadata: linkedin_url, scraped_at, scrape_success, error_message

⬇️ Input

Provide your RapidAPI key and the profile URLs, then toggle enrichment features:

Field	Description
rapidApiKey	Required. Your RapidAPI key for the LinkedIn Data API (stored as a secret)
profileUrls	List of LinkedIn profile URLs, e.g. https://www.linkedin.com/in/williamhgates
maxProfiles	Maximum number of profiles to scrape (1–10,000)
includeEmail	Attempt to discover email addresses from profile text and company domain
includePhone	Attempt phone lookup (premium; may incur additional costs)
includeLeadScore	Calculate the AI lead-quality score (0–100)

Example input

{
  "rapidApiKey": "YOUR_RAPIDAPI_KEY",
  "profileUrls": [
    "https://www.linkedin.com/in/williamhgates",
    "https://www.linkedin.com/in/satyanadella"
  ],
  "maxProfiles": 100,
  "includeEmail": true,
  "includePhone": false,
  "includeLeadScore": true
}

⬆️ Output

Every profile is one clean row (view as a table, or export JSON / CSV / Excel):

{
  "linkedin_url": "https://www.linkedin.com/in/williamhgates",
  "public_identifier": "williamhgates",
  "first_name": "Bill",
  "last_name": "Gates",
  "full_name": "Bill Gates",
  "headline": "Co-chair, Bill & Melinda Gates Foundation",
  "summary": "Sharing things I'm learning through my foundation work and other interests...",
  "location": "Seattle, Washington, United States",
  "country": "US",
  "email": "bill.gates@gatesfoundation.org",
  "email_confidence": "medium",
  "phone": null,
  "phone_confidence": "none",
  "connections": 500,
  "followers": 35000000,
  "current_company": "Bill & Melinda Gates Foundation",
  "current_title": "Co-chair",
  "experiences": [
    {
      "company": "Bill & Melinda Gates Foundation",
      "title": "Co-chair",
      "location": "Seattle, WA",
      "start_date": "2000",
      "end_date": null,
      "is_current": true
    }
  ],
  "education": [
    { "school": "Harvard University", "degree": null, "field_of_study": null }
  ],
  "skills": ["Philanthropy", "Leadership", "Software"],
  "languages": ["English"],
  "lead_score": 82,
  "scraped_at": "2026-06-26T15:30:00.000000",
  "scrape_success": true,
  "error_message": null
}

💡 Use cases

• 🎯 B2B lead generation: enrich a list of prospect profiles with emails and lead scores, then work the hottest leads first.
• 🧑‍💼 Recruiting & sourcing: pull candidate experience, education and skills into a structured shortlist for outreach.
• 📈 Sales intelligence: research decision-makers, current roles and company context before a call or campaign.
• 🔗 CRM enrichment: turn raw LinkedIn URLs into complete contact records and sync them into your CRM or outreach tool.

❓ FAQ

How do I scrape LinkedIn profiles? Add your RapidAPI key, paste the profile URLs into profileUrls, choose your enrichment toggles, and Run. Each profile comes back as a structured record with optional email and lead score.

Do I need an API key? Yes — this Actor requires a RapidAPI key for the LinkedIn Data API (free tier available); paste it into rapidApiKey. It's stored as a secret. Without a valid key the run will fail rather than return real data.

Do I need LinkedIn cookies or my own login? No. It works through the RapidAPI LinkedIn Data API, so you never share LinkedIn session cookies or credentials.

How does email discovery work? It first checks the profile's bio/summary for a visible email, then generates common corporate patterns (like first.last@domain) from the person's name and company domain, returning the best candidate with a confidence label (high, medium, none).

How is the lead score calculated? A transparent 0–100 score from profile completeness (headline, summary, photo, experience, education), contact availability (email, phone) and professional signals (current company, skills, connections). 80+ = hot, 60–79 = warm, 40–59 = cold.

Can I process profiles in bulk? Yes — pass many URLs in profileUrls and set maxProfiles (up to 10,000). The Actor processes them sequentially with short delays to stay within rate limits.

Is phone lookup included? Phone discovery is an optional premium toggle (includePhone) and may incur additional costs depending on your setup; it's off by default.

Can I run it on a schedule or via API? Yes — schedule recurring runs in Apify, call it via the API/SDK, or connect it to Make, Zapier or n8n.

Is it legal? It retrieves publicly available profile data through a third-party API. Use the results responsibly for legitimate B2B outreach and recruiting, and comply with LinkedIn's terms and privacy laws such as GDPR and CCPA.

🔗 You might also like

• LinkedIn Profile Scraper — focused LinkedIn profile extraction
• Smart Email Finder & Verifier — find & SMTP-verify work emails
• Business Contact Scraper — emails, phones & contacts from websites
• Google Maps Business Scraper — local business leads with contact data

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Keywords: LinkedIn scraper, LinkedIn profile scraper, lead generation, email discovery, AI lead scoring, sales intelligence, B2B leads, recruitment data, profile enrichment, contact enrichment, LinkedIn data API, prospect list, candidate sourcing, CRM enrichment, no cookies LinkedIn.