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LinkedIn Scraper API

Resolve public LinkedIn surfaces into structured JSON: people profiles, company pages, job postings, and public posts. Built for B2B enrichment, recruiting, and market-intelligence products.

People · companiesJobs & postsFirmographic enrichmentPublic data only
▸ Overview

The LinkedIn Scraper API turns a profile URL, company URL, or job posting into clean structured data: headline and experience, company firmographics, open roles, and public post engagement. Resolve a domain to a company, a company to its open jobs, or a public profile to its experience timeline.

Built for sales-intelligence, RevOps, and recruiting platforms that need dependable public LinkedIn data with the engineering already done. We extract only public, logged-out-visible data and normalize firmographic fields for downstream scoring.

LinkedIn Scraper API · request
# POST a target — get validated JSON back
curl https://api.crawlzo.com/v4/scrape \
  -H "Authorization: Bearer $CRAWLZO_KEY" \
  -d '{
  "url": "https://www.linkedin.com/company/anthropic",
  "type": "company",
  "include": "open_jobs"
  }'

// ← response
{
  "status": "ok",
  "data": {
    "company_name": "Anthropic",
    "industry": "Research Services",
    "headcount_range": "1001-5000",
    "headquarters": "San Francisco, CA",
    "followers": 612000,
    "open_jobs": 142
  }
}
"type": "company", "include": "open_jobs"
▸ What you can extract

Every public field, structured for you.

LinkedIn data parsed into clean, validated JSON. Pull any group below on its own, or combine them in a single request.

People profile details

  • Name, headline, location, public URL
  • Current and past experience
  • Education and certifications
  • Skills and public post activity
  • Profile and background imagery

Company details

  • Company name, tagline, industry, website
  • Headcount, employee range, HQ location
  • Founded year, specialties, follower count
  • Logo and cover imagery

Job postings

  • Title, company, location, work type
  • Description, seniority, function
  • Posted date, applicant signals
  • Salary range where disclosed

Post details

  • Post text, media, and document attachments
  • Reactions, comments, reposts
  • Author and timestamp

Firmographic enrichment

  • Domain → company resolution
  • Hiring and growth signals
  • Tech and specialty tags
▸ Built on the Crawlzo engine

The hard parts, already solved.

▸ What teams build with it

Common use cases.

[ 01 ]

B2B lead and firmographic enrichment

[ 02 ]

Recruiting and talent-sourcing pipelines

[ 03 ]

Company growth and hiring-signal tracking

[ 04 ]

Account scoring for go-to-market teams

▸ FAQ

LinkedIn scraping, answered.

We extract only publicly accessible data and operate within ToS-aware allow/deny policies. Public-data scraping has been upheld in US case law (hiQ v. LinkedIn), but you remain responsible for your own compliance and use case — talk to us about your scope.

Structured JSON straight from the API, or pushed to your stack natively — S3, BigQuery, Snowflake, Postgres, Kafka, or any HTTPS webhook. Call it from Python, Node, Go, Rust, or any HTTP client. The data lands where your pipeline already lives.

No. You pay for valid, schema-passing rows only. Retries, blocks, CAPTCHAs, and 5xxs are on us. If a run doesn't return data that conforms to the schema, it isn't billed.

Every request routes through the same engine behind our Web Unblocker API: compliant residential IPs, real browser fingerprints, TLS-level evasion, behaviour modelling, and built-in CAPTCHA solving. Hard targets become routine.

Yes. We respect robots policies, rate budgets, and ToS-aware allow/deny lists. We deliver and move on — no row-level retention beyond your replay window. GDPR DPA, PII redaction, and custom data residency available on request.

LINKEDIN DATA · ON TAP

Start pulling LinkedIn data this week.

Tell us the LinkedIn surface you need and the shape you want it in. We'll come back in 24 hours with a sampled output, a scoped plan, and a price. Pilot in week one.

Pay only for data delivered99.99% uptime SLA99% success rate100M+ proxies