LinkedIn Profile Scraper — Public People Data, No Login, No Cookies, No API Key

Scrape public LinkedIn profiles (people data) at scale — no login, no cookies, no API key, zero account-ban risk. Drop in a list of profile URLs or usernames and get back a clean, structured people dataset: name, headline, location, job titles, employers with dates, education, follower count, ⭐ Top Voice / Creator badges, bio, photo and recent posts. It reads only the public profile page LinkedIn already serves to logged-out visitors — pure HTTP, fast and stable — so your account is never in the loop and there's nothing to flag or ban.

🏆 Why this LinkedIn profile scraper?

18+ fields per profile · thousands of profiles per run · no li_at cookie, no login, zero ban risk · pure-HTTP engine (no slow headless browser) · employers + schools with dates · Top Voice / Creator detection · export to JSON / CSV / Excel. The unofficial LinkedIn API alternative for lead enrichment, recruiting and influencer discovery — you keep your account, you keep your data, and you only pay for results you actually get.

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😎 What makes it different (vs. cookie / login scrapers)

Most LinkedIn people-scrapers make you paste your session cookie (li_at) or log in with your account. Scrape at any real volume and LinkedIn flags that session and bans the account — often within 3–7 days. This Actor reads only the public profile page LinkedIn serves to logged-out visitors — no login, no cookie, no account in the loop.

	👤 This LinkedIn Profile Scraper	🍪 Cookie / login scrapers
LinkedIn login required	❌ Never	✅ Yes
Session cookie (li_at) required	❌ Never	✅ Yes
Risk of an account getting banned	🟢 Zero	🔴 High (3–7 days)
Breaks when LinkedIn rotates tokens	🟢 No	🔴 Constantly
Engine	⚡ Pure HTTP	🐢 Headless browser
⭐ Top Voice / Creator badge detection	✅ Yes	⚠️ Rarely
Employers + schools with dates	✅ Yes	⚠️ Partial
Setup before first run	🟢 None	🔴 Cookie export, proxies
Billing	✅ Pay per result	varies

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✨ What this Actor does / Key features

• 🔓 No login, no cookie, no ban risk — reads only the logged-out public profile page; your account is never used.
• ⚡ Pure-HTTP engine — no slow headless browser, with automatic session rotation and smart retries when LinkedIn throttles.
• 👤 Rich people data — name, headline, bio, location, country, follower count, current company and job titles.
• 🏢 Full employer history — companies[] with name, slug, URL and start/end dates.
• 🎓 Education — education[] with school name, slug, URL and start/end years.
• ⭐ Badge detection — isTopVoice, isCreator and a badges[] list.
• 📰 Recent activity — the member's most recent public posts/articles (title, URL, date, likes), toggleable.
• 🔗 Chains cleanly — every companies[].url and education[].url is a handle you can feed straight into the LinkedIn Company Scraper.
• 🛡️ Graceful at scale — bad/removed profiles return a clear error field instead of crashing the run, so a 5,000-profile job always finishes.

🚀 Quick start (3 steps)

1. Configure — paste profiles into Profiles: full URLs (https://www.linkedin.com/in/satyanadella/) or bare usernames (satyanadella). Country subdomains (in.linkedin.com/in/…) are normalized automatically.
2. Run — click Start. Rows stream into your dataset over a pure-HTTP engine (no browser extension, no proxy setup, no scraping your own account).
3. Get your data — open the Output tab and export to JSON, CSV, Excel or HTML, or pull it via the Apify API.

📥 Input

Give the Actor a list of profiles. Everything else is optional.

Example — enrich a list of leads (URLs + usernames mixed)

{
  "profiles": [
    "https://www.linkedin.com/in/williamhgates/",
    "satyanadella",
    "https://www.linkedin.com/in/reidhoffman/"
  ],
  "includeRecentActivity": true,
  "proxyConfiguration": { "useApifyProxy": true }
}

Example — lean, profile-only output for a large list

{
  "profiles": ["williamhgates", "satyanadella", "jeffweiner08"],
  "includeRecentActivity": false,
  "proxyConfiguration": { "useApifyProxy": true, "apifyProxyGroups": ["RESIDENTIAL"] }
}

Example — influencer / creator discovery pass

{
  "profiles": ["reidhoffman", "melindagates", "agrimes"],
  "includeRecentActivity": true
}

Field	Type	Description	Default
profiles	array	LinkedIn profile URLs or bare usernames. Country subdomains handled automatically. Required.	–
includeRecentActivity	boolean	Also capture the member's most recent public posts/articles. Leave off for a lean, profile-only record.	false
proxyConfiguration	object	Apify Proxy settings. Default (datacenter/auto) is cheapest; switch to RESIDENTIAL for very large lists or throttling.	Apify Proxy (auto)

📤 Output

One row per profile — 18+ fields, exportable to JSON, CSV, Excel or HTML. Here is a trimmed sample record from a real run on williamhgates:

{
  "name": "Bill Gates",
  "headline": "Chair, Gates Foundation and Founder, Breakthrough Energy",
  "location": "Seattle, Washington, United States",
  "country": "US",
  "followerCount": 40381452,
  "jobTitles": ["Co-chair", "Founder", "Co-founder"],
  "currentCompany": "Gates Foundation",
  "companies": [
    { "name": "Gates Foundation", "slug": "gates-foundation", "startDate": 2000 },
    { "name": "Microsoft", "slug": "microsoft", "startDate": 1975 }
  ],
  "education": [
    { "name": "Harvard University", "slug": "harvard-university", "startYear": 1973, "endYear": 1975 }
  ],
  "isTopVoice": true,
  "isCreator": true,
  "profileImageUrl": "https://media.licdn.com/dms/image/.../profile-displayphoto",
  "username": "williamhgates",
  "linkedinUrl": "https://www.linkedin.com/in/williamhgates",
  "recentActivity": [{ "type": "article", "title": "…", "url": "…", "datePublished": "…", "likes": 7331 }],
  "scrapedAt": "2026-07-06T12:00:00.000Z"
}

💡 Use cases

• Lead enrichment — turn a list of profile URLs into structured intelligence (title, company, seniority, location, follower reach) and feed it straight into your CRM or outreach tool.
• Recruiting & sourcing — enrich candidate shortlists with current role, full employer history and education in one pass instead of opening hundreds of tabs.
• Influencer & creator discovery — filter isTopVoice / isCreator and high follower counts to surface credible voices in any niche — a targeted alternative to expensive influencer databases.
• CRM enrichment — refresh contact records in HubSpot / Salesforce / Pipedrive with current job titles and employers on a schedule.
• Firmographic chaining — feed each companies[].url into the LinkedIn Company Scraper for full company data.
• Data products & AI — assemble a structured people dataset for your own app, model or RAG pipeline.

👥 Who uses it

Sales & lead-gen teams enriching pipelines · recruiters and sourcers · growth marketers and influencer scouts · RevOps teams refreshing CRM data · founders building people-data products · analysts and researchers assembling structured datasets.

💰 Pricing

This Actor runs on a simple pay-per-result model — you pay for the profiles you extract, with no separate Apify platform fees to calculate. Try it on the free tier first, then scale up. See the Pricing tab on this page for the current rate.

❓ Frequently Asked Questions

Does this LinkedIn profile scraper need a login or cookie? No — and that's the whole point. It only reads the public profile page LinkedIn serves to logged-out visitors. No login, no li_at session cookie, no API key. Your account is never used, so it can't be flagged, throttled or banned.

Is this a LinkedIn API alternative? Yes. LinkedIn has no open public profile API, so this Actor is a practical LinkedIn API alternative for profile data extraction — feed usernames or URLs and get structured people data back, no API key or developer access needed.

Can I scrape LinkedIn profiles without login or an API key? Yes — that's the core design. The Actor reads only the public profile page, so you scrape LinkedIn without login, without a session cookie and without any API key.

How many profiles can I scrape per run? As many as you want — feed a list of any size and results stream straight into your dataset. You only pay per result.

A profile came back with an error field — why? The username was wrong, the profile is private/removed, or it was throttled after all retries. Re-run those items, ideally with RESIDENTIAL proxy.

Where do I get a list of profile URLs to feed in? Your CRM, an export from a search tool, your existing connections, or the companies[].url links from the LinkedIn Company Scraper. This Actor is the enrichment step — give it identifiers, get back rich structured data.

How do I export LinkedIn profile data to CSV or Excel in bulk? Feed a bulk list of profiles in one run; every result streams into a dataset you can export to CSV, JSON or Excel, or pull live via API and webhooks — ready for your CRM, spreadsheet or outreach tool.

How much data can I get? Thousands of profiles per run, with 18+ fields each including full employer and education history.

Is scraping LinkedIn profiles legal? It collects only publicly visible profile information — the same data anyone sees without logging in. Because this is personal data, you're responsible for using the output in line with LinkedIn's terms and applicable privacy laws (GDPR/CCPA) in your region. This tool does not collect private or login-gated data.

🔗 More social & B2B data by logiover

Pair the profile scraper with the rest of the people- and company-intelligence suite:

Actor	What it does
LinkedIn Company Scraper	Full firmographics for every employer (no login)
LinkedIn Jobs Scraper	Job listings by keyword and location (no login)
LinkedIn Top Content Scraper	Top-performing public LinkedIn posts and articles
X / Twitter Profile Email Scraper	Public emails and contacts from X profiles
YouTube Influencer Discovery Scraper	Discover creators by niche with reach and contact data
YouTube Creator Email Finder	Find creator business emails at scale
TikTok Creator Lead Finder	Surface TikTok creators with follower and contact data
Website Contact Scraper	Emails, phones and socials from any website
B2B Lead Scraper	Company + person + email leads by sector and country
Instagram Media Downloader	Download Instagram media and metadata
Product Hunt Daily Launches Scraper	Founders, makers and launches from Product Hunt
Meetup Scraper	Events, groups and attendee counts from Meetup

👉 Browse all logiover scrapers on Apify Store — 180+ actors across real estate, jobs, crypto, social media & B2B data.

⏰ Scheduling & integration

Schedule this Actor on Apify to keep your CRM enriched daily or weekly. Export results to JSON, CSV or Excel, sync to Google Sheets, or push to HubSpot, Salesforce, your database, BI tools and webhooks through the Apify API. Connect it to Make, n8n or Zapier to enrich new leads automatically.

⭐ Support & feedback

Found a bug or need an extra field? Open an issue on the Issues tab — response is usually fast. If this Actor saves you time, a ★★★★★ review on the Store page genuinely helps and is hugely appreciated. 🙏

⚖️ Legal

Not affiliated with, endorsed by, or sponsored by LinkedIn. "LinkedIn" is a trademark of LinkedIn Corporation. This Actor accesses only publicly available profile data that LinkedIn serves to logged-out visitors and does not collect private or login-gated data. Because profile data is personal data, you are responsible for using the output responsibly and in compliance with LinkedIn's terms and applicable privacy laws (GDPR/CCPA) in your region.

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📝 Changelog

2026-07-11

• ⚡ Cleaner input: removed the low-level maxConcurrency knob (handled automatically) so the Actor runs great out of the box with just a profile list.
• 🖥️ Fixed the run Output tab so results render and export correctly.
• 📚 Docs refreshed to match the simplified input.

2026-07-06

• ✨ README overhaul: restructured to the full field-reference + example-scenario format, added shields badges and a social/B2B cross-promo grid, kept the no-login / no-ban comparison, and clarified the quick-start.

2026-07-01

• Maintenance pass: re-verified end-to-end on live data and confirmed successful runs within the 5-minute quality window on the default input.
• Sharpened Store metadata (SEO title & description) and expanded the FAQ with high-intent, long-tail questions for easier discovery in Google and Apify Store search.
• Added ready-to-run example tasks that cover common real-world use cases.

2026-06-15

• Reliability pass: re-verified end-to-end on live data with real-world inputs. Routine maintenance build.

2026-06-07

• Docs: added coverage for LinkedIn API alternative, bulk profile data export to CSV/JSON, and scraping profiles without login or API key.

2026-06-05

• 🛡️ Reliability fix: results are no longer dropped by strict output validation — runs now complete cleanly even at high volume (thousands of results).
• ⚡ Stability & performance hardening; fresh rebuild.

2026-06-04

• Verified live & refreshed build — reliability/maintenance pass.