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LinkedIn Scraper โ€” Extract LinkedIn Data Automatically

Extract professional profiles, company pages, job listings, and contact information from LinkedIn. Designed for B2B lead generation, sales intelligence, HR sourcing, and market research within LinkedIn usage guidelines.

What We Extract From LinkedIn

FieldWhat It Contains
full_nameFull name and professional headline
current_companyCurrent company and job title
location_city_state_country_Location (city, state, country)
number_of_connectionsNumber of connections
skillsSkills and endorsements
work_experience_company_title_dates_Work experience (company, title, dates)
education_university_degree_year_Education (university, degree, year)
linkedin_profile_urlLinkedIn profile URL
summary_about_sectionSummary/About section
company_name_sizeCompany name, size and industry

* Custom fields available on request.

Why Businesses Use Our LinkedIn Scraper

1
B2B sales lead generation and prospecting
2
HR talent sourcing and recruiting
3
Competitive intelligence on rival company teams
4
Market research on industry verticals
5
Account-based marketing (ABM) data enrichment

How Our LinkedIn Scraper Works

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01

Share Requirements

Tell us which LinkedIn pages to target, what fields you need, and how often.

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02

We Build the Scraper

Our engineers configure the LinkedIn Scraper with proxy rotation, anti-bot bypass, and data cleaning.

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03

Receive Clean Data

Structured LinkedIn data delivered in your preferred format โ€” CSV, JSON, API, or database.

DataScraper.in vs Building It Yourself

You're too big for manual copy-paste, too small to justify a full scraping infrastructure team. DataScraper.in is built for exactly that gap.

FeatureBuild YourselfSaaS Toolโœ“ DataScraper.in
Setup Time2โ€“4 weeksMinutes48 hours
Anti-Bot HandlingManualLimitedEnterprise proxies
MaintenanceYou maintain itTool updates break itWe maintain
Cost$500โ€“2,000/mo dev$99โ€“499/monthStarts from $20
Data QualityVariableGenericQA verified
SupportNoneEmail ticketsWhatsApp direct
Delivery TimeWeeksHours48 hours

LinkedIn is One of the Most Aggressively Bot-Protected Sites on the Internet. We Handle It Automatically.

Our infrastructure is purpose-built to bypass Cloudflare, DataDome, PerimeterX, and reCAPTCHA at scale โ€” so you always get clean data, not block pages. 99.2% success rate across all active scrapers.

Rotating residential proxies across 50+ countries
Browser fingerprint randomization (Playwright stealth)
Rate limiting that mimics human browsing behaviour
CAPTCHA bypass (2captcha / AntiCaptcha integration)
Self-healing parsing โ€” site layout changes don't break your feed
What We Handle
Cloudflare Bot ManagementDataDomePerimeterXreCAPTCHA v3ImpervahCaptcha
Never blocked. 99.8% uptime on all production scrapers.

Data in Your Preferred Format

๐Ÿ“Š
CSV / Excel
Ready-to-use spreadsheet
๐Ÿ’พ
JSON / XML
Structured for developers
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REST API
Real-time endpoint
๐Ÿ—„๏ธ
SQL Database
MySQL / PostgreSQL
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Google Sheets
Live-updating sheet
โ˜๏ธ
Amazon S3
Cloud storage delivery

See What Your LinkedIn Data Looks Like

We send a free sample before any payment. Here's what a typical data row looks like โ€” clean, structured, and ready to use.

linkedin_sample.json
[
  {
    "full_name_and_professional_headline": "LinkedIn โ€” Sample Record #1",
    "current_company_and_job_title": "$49.99",
    "location": 4.7,
    "source_url": "https://linkedin.com/item/12345",
    "scraped_at": "2025-06-28T10:32:00Z"
  },
  { "...": "50โ€“100 records in free sample" }
]

Free sample of 50โ€“100 records provided before payment. No credit card required.

Frequently Asked Questions

Everything you need to know about our web scraping services.

Scraping publicly visible LinkedIn profile data has been affirmed as legal by the US 9th Circuit Court (hiQ Labs v. LinkedIn, 2022). We extract only data visible to unauthenticated users and operate within GDPR and IT Act guidelines. We do not scrape private messages or connection lists.

Yes. We extract publicly visible employee profiles for a given company page, including name, headline, job title, location, and LinkedIn URL. This is commonly used for account-based marketing (ABM) and competitive team intelligence.

Yes. LinkedIn uses aggressive bot detection including fingerprinting, rate limiting, and login walls. We use stealth browser automation, residential proxies, and session rotation to extract data reliably without triggering blocks.

Without login, publicly visible fields include: full name, professional headline, current company and title, location, profile summary snippet, skills, and LinkedIn profile URL. Email addresses are not publicly visible but can be added via enrichment tools like Apollo or Hunter.

Starts from $20

First 50 records FREE โ€” no credit card required.

Data quality guarantee โ€” 95%+ completeness or we re-run
NDA available on request
Quote in under 2 hours

Get LinkedIn Data Delivered in 48 Hours

Free sample dataset before you pay. Tell us what fields you need and we'll build your custom scraper.