LinkedIn Jobs Scraper — No Login Required

Scrape LinkedIn public job listings without login or API key. Works immediately. Search by keywords and location, or get full details for any job posting.

Uses LinkedIn's public guest API — the same data visible to anyone who Googles "python developer jobs linkedin." Fast, reliable, completely legal. No browser needed.

Features

Feature	Details
Job Search	Find jobs by keywords, title, location, or company
Job Details	Full description, requirements, seniority, employment type
No Login	Uses public guest API — zero credentials needed
No Browser	Pure HTTP requests — fast and lightweight
Structured Data	Clean JSON output with all job fields parsed
Pagination	Auto-paginate through up to 100 results per run
Real-time	Every run fetches live data from LinkedIn

How It's Different

Most LinkedIn scrapers require login credentials or a browser. This one doesn't. It uses the same public API that serves job listings to Google's search crawler — no authentication, no cookie management, no risk of account bans.

This Actor does NOT:

• Scrape LinkedIn profiles or personal data
• Require LinkedIn login credentials
• Access private or authenticated endpoints
• Use a headless browser

Sample Input

Search for jobs

{
  "action": "search",
  "keywords": "python developer",
  "location": "United States",
  "maxItems": 25
}

Get full job details

{
  "action": "job",
  "url": "https://www.linkedin.com/jobs/view/4386541065"
}

Sample Output

Search result

{
  "jobId": "4386541065",
  "title": "Senior Python Developer",
  "company": "Google",
  "location": "Mountain View, CA",
  "postedDate": "2026-03-16",
  "url": "https://www.linkedin.com/jobs/view/4386541065"
}

Job detail

{
  "jobId": "4386541065",
  "title": "Python Developer",
  "company": "The Value Maximizer",
  "location": "Austin, TX",
  "postedDate": "3 days ago",
  "applicants": "33 applicants",
  "description": "We are looking for a Mid-Level Python Developer with strong Django experience...",
  "seniority": "Mid-Senior level",
  "employmentType": "Full-time",
  "jobFunction": "Engineering and Information Technology",
  "industries": "IT Services and IT Consulting"
}

Input Reference

Parameter	Type	Required	Default	Description
action	string	Yes	"search"	"search" to find jobs, "job" for full details
keywords	string	For search	—	Search terms (e.g., "data engineer", "react developer")
location	string	No	—	Location filter (e.g., "Remote", "London", "San Francisco")
maxItems	integer	No	25	Max results (1–100)
url	string	For job	—	LinkedIn job URL or numeric job ID

Use Cases

• Job market research — Track hiring trends by role, location, or industry
• Competitive intelligence — See what positions competitors are hiring for
• Salary analysis — Collect descriptions in bulk to analyze compensation patterns
• Job board aggregation — Feed LinkedIn data into your own job board or newsletter
• Recruiting tools — Build pipelines that monitor new postings in specific niches
• Skills demand tracking — Analyze which technologies appear most in job requirements

FAQ

Do I need a LinkedIn account? No. Uses LinkedIn's public guest API only. No login, no cookies, no account risk.

How many jobs can I scrape per run? Up to 100 per run with maxItems. For larger volumes, run multiple searches with different keywords or locations.

Will LinkedIn block me? The Actor uses respectful rate limiting and sequential requests. Apify's proxy infrastructure provides additional reliability for high-volume usage.

Is this legal? Yes. This Actor accesses only public job listings through LinkedIn's guest API — the same data indexed by Google, visible without any LinkedIn account. No personal data is collected. See LinkedIn's public jobs page for reference.

What data is NOT available? Salary data (only if the employer includes it in the posting), applicant profiles, and private company data are not accessible through the public API.

What export formats are supported? JSON, CSV, Excel, XML, HTML. Connect via API, webhooks, Zapier, Make, or Google Sheets.

Integrations

• REST API — trigger runs and fetch results programmatically
• Webhooks — get notified when scraping completes
• Zapier / Make — connect to 2,000+ apps
• Google Sheets — export directly to spreadsheets
• Slack / Email — set up alerts for new job postings

Related Scrapers

• Bluesky Scraper — Posts, profiles & search
• Hacker News Scraper — Stories, comments & jobs
• Glassdoor Scraper — Reviews, salaries & jobs

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