LinkedIn Profile Scraper - Extract Public Profile Data | No Login | $3/1K

The most affordable LinkedIn profile scraper on Apify. Extract full name, headline, work experience, education, skills, and location from any public LinkedIn profile — no login, no cookies, no LinkedIn account required.

Perfect for recruiters, sales teams, and HR analysts who need LinkedIn data extraction at scale without risking account bans.

Why Use This LinkedIn Profile Scraper?

• 🔓 No Login Required — Scrapes publicly visible profile pages without any account
• 🛡️ Zero Account Risk — No cookies means zero risk to your LinkedIn profile
• ⚡ Lightweight & Fast — HTTP requests only (no browser), runs on 256 MB memory
• 📋 Full Profile Data — Experience history, education, skills, connections, and more
• 🔍 Two Input Modes — Direct profile URLs or search by person's name
• 💾 Multiple Export Formats — JSON, CSV, Excel, XML, Google Sheets
• 💰 Pay Per Result — $3 per 1,000 profiles, no monthly commitment

What LinkedIn Profile Information Do You Get?

Field	Description	Example
fullName	Full name	Bill Gates
headline	Professional headline	Co-chair, Gates Foundation
location	City, state, country	Seattle, WA, United States
summary	About/bio section	Full text of the About section
currentCompany	Current employer	Bill & Melinda Gates Foundation
currentTitle	Current job title	Co-chair
experience	Work history array	[{title, company, duration}, ...]
education	Education history	[{school, degree, dates}, ...]
skills	Skills list	["Public Speaking", "Philanthropy", ...]
connections	Connection count	500+
profileUrl	LinkedIn URL	linkedin.com/in/williamhgates
photoUrl	Profile photo URL	CDN image URL

How to Use

Option 1: Direct Profile URLs (Recommended)

Provide LinkedIn profile URLs for the most reliable results:

{
    "profileUrls": [
        "https://www.linkedin.com/in/williamhgates",
        "https://www.linkedin.com/in/satyanadella",
        "https://www.linkedin.com/in/jeffweiner08"
    ],
    "maxResults": 50
}

Option 2: Search by Name

Find profiles using LinkedIn's public people directory:

{
    "searchQueries": [
        "Elon Musk",
        "Satya Nadella",
        "Jensen Huang"
    ],
    "maxResults": 100
}

Option 3: Mixed Mode

Combine direct URLs and name searches in one run:

{
    "profileUrls": [
        "https://www.linkedin.com/in/williamhgates"
    ],
    "searchQueries": [
        "Sundar Pichai",
        "Tim Cook"
    ],
    "maxResults": 50
}

Full Output Example

{
    "fullName": "Bill Gates",
    "headline": "Co-chair at Bill & Melinda Gates Foundation",
    "location": "Seattle, Washington, United States",
    "summary": "Co-chair of the Bill & Melinda Gates Foundation. Founder of Breakthrough Energy. Co-founder of Microsoft.",
    "currentCompany": "Bill & Melinda Gates Foundation",
    "currentTitle": "Co-chair",
    "experience": [
        {
            "title": "Co-chair",
            "company": "Bill & Melinda Gates Foundation",
            "duration": "2000 - Present"
        },
        {
            "title": "Co-founder & Chairman",
            "company": "Microsoft",
            "duration": "1975 - 2014"
        }
    ],
    "education": [
        {
            "school": "Harvard University",
            "degree": null,
            "dates": "1973 - 1975"
        }
    ],
    "skills": ["Public Speaking", "Strategic Partnerships", "Philanthropy"],
    "connections": "500+",
    "profileUrl": "https://www.linkedin.com/in/williamhgates",
    "photoUrl": "https://media.licdn.com/dms/image/...",
    "dataSource": "linkedin_direct",
    "scrapedAt": "2026-03-04T12:00:00.000Z"
}

Input Parameters Reference

Parameter	Type	Required	Default	Description
profileUrls	Array	No	[]	Direct LinkedIn profile URLs (linkedin.com/in/...)
searchQueries	Array	No	[]	Names to search in LinkedIn's public directory
maxResults	Integer	No	50	Max profiles to scrape (0 = unlimited, max 10,000)
proxy	Object	No	Residential	Proxy configuration (residential strongly recommended)

At least one of profileUrls or searchQueries must be provided.

How LinkedIn Data Extraction Works

1. Direct URLs — Fetches each profile page via HTTP with residential proxy rotation
2. Name Search — Queries LinkedIn's public people directory (/pub/dir) to locate matching profiles, then scrapes each one
3. Data Parsing — Extracts profile information from multiple sources in the HTML:
   • JSON-LD structured data (<script type="application/ld+json">)
   • Open Graph meta tags (og:title, og:description, og:image)
   • Structured HTML sections (experience, education, skills)
   • Embedded JSON in <code> tags

Pricing

Pay only for successful extractions. No subscription, no minimum commitment.

Profiles	Cost
100 profiles	$0.30
1,000 profiles	$3.00
5,000 profiles	$15.00
10,000 profiles	$30.00

LinkedIn Profile Scraper vs. Alternatives

Feature	This Actor	PhantomBuster	Proxycurl	Dux-Soup
Price per 1K profiles	$3	~$30+	~$10+	Monthly plan
No login required	Yes	Requires account	API only	Requires account
Account ban risk	Zero	Medium-High	Low	Medium
Experience history	Yes	Yes	Yes	Partial
Education data	Yes	Yes	Yes	Partial
Skills extraction	Yes	Partial	Yes	No
Name search	Yes	No	No	No
Memory usage	256-512 MB	2-4 GB	N/A	2-4 GB
Pay per use	Yes	Monthly plan	Monthly plan	Monthly plan

Get full LinkedIn profile information at 6-10x lower cost than alternatives.

Top Use Cases

• Recruiters — Build candidate pipelines with full professional history and skill sets
• Sales Teams — Enrich lead lists with LinkedIn profile data for hyper-personalized outreach
• HR Analytics — Analyze talent pools, skill distributions, and career trajectories
• B2B Lead Generation — Identify decision-makers and map org structures by title
• Market Research — Study industry career patterns and professional network composition
• Academic Research — Analyze career mobility, skills trends, and professional backgrounds

Tips for Best Results

1. Direct URLs give best results — Name searches may return multiple matches; direct URLs are unambiguous
2. Residential proxies are pre-configured — LinkedIn blocks datacenter IPs; always use residential proxies
3. Public profiles only — This scraper accesses only publicly visible data; private profiles return limited fields
4. Start small, then scale — Test with 10-20 profiles first to validate your query before running thousands
5. Check dataSource field — Indicates whether full data or limited data was available for each profile

Known Limitations

• Only publicly visible LinkedIn profile data is accessible (no login = no private data)
• Some users restrict their public profile visibility — contact info, full skills lists may be hidden
• LinkedIn may serve simplified pages under heavy traffic (handled automatically with retries)
• Name search coverage depends on LinkedIn's public directory indexing

Related Actors in This Suite

Actor	What It Does	Price
LinkedIn Company Scraper	Scrape company pages for firmographic data	$3/1K
LinkedIn Company Employees Finder	Find all employees at any company	$3/1K
Contact Email Finder	Find verified email addresses from profiles	$3/1K
Leads Finder	Full B2B lead gen with emails	$5/1K
LinkedIn Jobs Scraper	Extract LinkedIn job postings at scale	$2/1K
Google Maps Email Extractor	Local business contacts from Maps	$5/1K
LinkedIn Post Scraper	Scrape posts and engagement data	$2/1K

FAQ

Does this LinkedIn profile scraper require a login or LinkedIn account? No. This actor works entirely without a LinkedIn account, login, cookies, or API keys. It only accesses data that LinkedIn shows publicly to all visitors.

Is scraping LinkedIn public profiles legal? The actor accesses only publicly available information — the same data visible to anyone visiting the profile in a browser without logging in. The US Ninth Circuit Court (hiQ v. LinkedIn) affirmed that scraping publicly available data does not violate the CFAA. Always comply with applicable data protection laws (GDPR, CCPA) in your jurisdiction.

Why are some profiles returning limited data? LinkedIn controls how much profile data is visible to non-logged-in visitors. Users who restrict their public visibility will return fewer fields. The dataSource field in each result indicates the data richness level.

How many profiles can I scrape? Up to 10,000 per run. There is no hard cap from the actor side — practical limits depend on proxy quality and LinkedIn's rate limiting, both of which the actor manages automatically.

Can I use this to find email addresses? This actor extracts LinkedIn profile data only. To find email addresses, combine it with the Contact Email Finder actor, or use the Leads Finder which bundles both steps.