LinkedIn Profile Scraper — No Cookies Required | Email, Company & Employees

Bulk LinkedIn profile scraper — cookieless, no login, no browser, fast. Turn LinkedIn profile URLs or usernames into complete, live CRM records. Each profile includes current role and company, work history, education, skills, emails and websites when public, recent jobs/posts activity, and a free derived intelligence layer for sales, recruiting and people search.

This LinkedIn scraper needs no cookies and no account — so there is zero account-ban risk. Feed it a bulk list, get structured profiles back in one run. Export JSON, CSV or Excel, call it via API, or wire it into webhooks, n8n, Make and MCP agents. From $1.2 per 1,000 profiles on paid plans.

Why this Actor?

	This Actor	Typical LinkedIn scrapers
Login / cookies	Never needed	Often need cookies (account-ban risk)
Data freshness	Fetched live at run time	Frequently cached, weeks old
Deep career data	Experience, education and skills	Often a paid add-on
Lead intelligence	Seniority, decision maker, tenure, lead score	Usually absent
Input correlation	Preserve your CRM id	Often absent
Output	Full JSON or flat CRM row	Varies

What you get

• Identity: name, username, headline, about, location and country.
• Current snapshot: title, company, followers, connections, website and photo.
• Full profile: structured experience, education, skills, certifications, volunteer roles, projects, publications, honors, languages and recommendations.
• Public content: recent activity, authored articles and LinkedIn courses when shown.
• Intelligence: seniority, decision-maker flag, total experience, current tenure, open-to-work/recent-change signals, industry guess, lead score and reasons.
• Integration-ready: nested JSON or a flat CSV/Excel/CRM row, plus caller-provided IDs for joining results back to source records.

Input

{
  "profileUrls": ["satyanadella"],
  "profiles": [{"url": "https://www.linkedin.com/in/williamhgates/", "id": "crm-42"}],
  "enrich": true,
  "exportFormat": "default",
  "maxConcurrency": 5,
  "maxRetries": 1,
  "timeout": 75
}

Field	Type	Default	Description
profileUrls	string[]	—	URLs or usernames
profiles	object[]	[]	Advanced {url,id} CRM correlation records
enrich	boolean	true	Add free lead-intelligence fields
exportFormat	string	default	default nested JSON or flat CRM row
maxConcurrency	int	5	Parallel requests, maximum 10
maxRetries	int	1	Retries for transient failures
timeout	int	75	Timeout per profile in seconds

Output

{
  "status": "success",
  "inputId": "crm-42",
  "linkedinUrl": "https://www.linkedin.com/in/satyanadella",
  "publicIdentifier": "satyanadella",
  "fullName": "Satya Nadella",
  "headline": "Chairman and CEO at Microsoft",
  "location": "Redmond, Washington, United States",
  "currentTitle": "Chairman and CEO",
  "currentCompany": "Microsoft",
  "experience": [{"title": "Chairman and CEO", "company": "Microsoft", "isCurrent": true}],
  "education": [],
  "skills": [],
  "intelligence": {"seniority": "C-Level", "decisionMaker": true, "leadScore": 60, "leadTier": "warm"}
}

Pricing — pay per result, cheaper on higher tiers

You pay only for profiles successfully scraped. Failed or empty profiles are free — no runaway bills.

Apify plan tier	Price / 1,000 profiles	Price / profile
Free	$2.00	$0.0020
Bronze	$2.00	$0.0020
Silver	$1.80	$0.0018
Gold	$1.60	$0.0016
Platinum	$1.40	$0.0014
Diamond	$1.20	$0.0012

Higher subscription tiers pay less per profile. Free Apify credits cover roughly 2,500 profiles/month. No subscriptions, no monthly fees.

Use cases

• B2B lead generation — pull fresh prospect data straight into your CRM.
• Recruiting — current headlines, locations and follower signals.
• Sales outreach — enrich a list of LinkedIn URLs before you send.
• CRM hygiene — refresh stale LinkedIn records in bulk.
• Market research — live follower counts and industry data.

Integrations (n8n, Make, MCP, AI agents)

Run it from the Apify API, schedule it, or wire it into n8n / Make with the Apify nodes. Because output is clean JSON, it drops straight into AI agents and MCP workflows that need fresh LinkedIn data on demand.

Performance

• 15–30 seconds per profile (real-time scraping, not an instant cache lookup).
• Up to 20 concurrent requests; recommended 5–10 for the best success rate.
• Transient hiccups are retried automatically, so a busy run won't hang or fail the whole batch.
• ~95%+ success rate on public profiles.

FAQ

Do I need a LinkedIn account or cookies? No. The Actor reads public profile pages — no login, no cookies, no account-ban risk.

Is the data live or cached? Live. Each profile is scraped in real time, so follower counts, bios and links are current.

Can it get emails and phone numbers? Only if they're publicly visible on the profile, which is rare on LinkedIn. Enable those fields only if you need them.

Why is it cheaper than other LinkedIn scrapers? It focuses on the core public fields (no heavy full-CV extraction), so it's faster and we pass the savings on.

What if a profile fails? It's retried automatically; if it still can't be scraped it's marked failed and you are not charged for it.

Notes

• Only public profile data is extracted.
• Restricted profiles may return partial data.
• Recommended concurrency: 5–10 for best results.

Disclaimer

This Actor extracts only publicly available data and is not affiliated with, endorsed by, or sponsored by LinkedIn Corporation. LinkedIn® is a registered trademark of LinkedIn Corporation. Ensure your use complies with applicable laws and LinkedIn's terms of service.