LinkedIn Cross-Border Jobs Scraper

Scrape public LinkedIn jobs without login. Export evidence-backed visa sponsorship, H-1B, global remote, and work-from-anywhere hiring signals. Built for global mobility, employer-of-record, expansion, compliance, and international recruiting teams.

Start in 30 seconds

{
  "queries": [
    "visa sponsorship",
    "work from anywhere"
  ],
  "locations": [
    "United States",
    "Worldwide"
  ],
  "maxResultsPerSearch": 10,
  "maxItems": 10
}

Run the example, inspect the Dataset, and save recurring inputs as Apify Tasks. Export JSON, CSV, Excel, API output, or webhook payloads.

Choose this Actor when

Use this Actor when you need a repeatable event, comparison, or direct-evidence workflow. For a one-off unfiltered export use LinkedIn Jobs Search Scraper. For complete records from known IDs or URLs use LinkedIn Job Details Scraper.

Run a bounded starter Task

Open the workflow-specific starter Task to inspect a small, editable input before running. Keep the first run bounded, then review the evidence fields and RUN_SUMMARY before increasing limits or scheduling it.

Current LinkedIn search behavior

No LinkedIn account or cookies are required. The Actor uses public guest job-search and job-detail pages. LinkedIn controls search ranking and may interpret query wording, so monitors compare stable job IDs within repeated bounded searches rather than claiming complete market coverage. Analyses and events are emitted only when direct public evidence satisfies the documented rule.

For recurring use, keep the same query and location so samples remain comparable. This Actor analyzes the current sample; it is not a change monitor and does not retain a free baseline.

First run checklist

1. Run the bounded example input and inspect the Dataset plus RUN_SUMMARY.
2. Check that each row's evidence explicitly supports sponsorship or worldwide work. A multinational employer or a role managing several countries is not sufficient.
3. Check completed, partial, and failedRequests in RUN_SUMMARY. A successful run may retain complete evidence-backed rows while disclosing failed requests.
4. Add a schedule or webhook only after the evidence matches your workflow. Each run's complete analyses are billable; repeated runs are not free change checks.

What you get

• Direct public LinkedIn job URLs and evidence fields
• Stable job IDs, deterministic event or analysis hashes, and explicit caveats
• Pure-HTTP 256 MB execution with bounded retries and safe limits
• No login, cookies, profiles, employees, emails, or private data

Pricing and billing

Launch PPE price: $20.00 per 1,000 direct-evidence cross-border hiring analyses, or $2.00 for 100. Only complete rows with direct public evidence are paid.

Require direct wording such as visa sponsorship, H-1B, work from anywhere, or remote worldwide. Remote location alone is not cross-border evidence. Diagnostics, within-run duplicates, incomplete fetches, and unsupported inferences are never billed.

Denied sponsorship, applicant eligibility questions, and generic multinational duties are excluded. Incomplete detail pages are skipped. If source failures leave no complete eligible result, the run fails with a non-billable diagnostic summary. Complete rows from a partially available sample remain usable and billable, with partial: true; this is not a complete-market claim.

Output schema

Every billable row exposes direct source evidence and the fields documented in the Dataset schema. Error-only or placeholder rows are never written.

The separate RUN_SUMMARY record reports scanned jobs, saved rows or events, baseline/unchanged state, and failed requests. It is diagnostic and never billed.

Automation and AI agents

Use Apify Tasks and schedules, webhooks, ChatGPT, Claude, Neuton Actors MCP, n8n, Make, Zapier, Clay, a CRM, warehouse, RAG pipeline, or agent workflow.

Hosted Apify MCP endpoint: https://mcp.apify.com/?tools=neuton/linkedin-cross-border-hiring-intelligence

Explore the LinkedIn data family

• LinkedIn Jobs Search Scraper for broad public-job discovery
• LinkedIn Job Details Scraper for complete records from job IDs or URLs
• LinkedIn Company Hiring Signals for evidence-backed company aggregates
• LinkedIn Salary Jobs Intelligence for compensation-bearing postings

SEO keywords

LinkedIn jobs monitor, LinkedIn job changes, LinkedIn benefits data, talent demand benchmark, visa sponsorship jobs, cross-border hiring intelligence, recruiting intelligence API, Apify LinkedIn Actor.

Responsible use

Process public job-posting evidence for legitimate recruiting, workforce, compensation, mobility, compliance, and market research. Do not scrape private profiles, bypass access controls, spam people, infer protected traits, or automate unlawful employment decisions. Review LinkedIn's current terms and applicable privacy and employment laws before production use.