# LinkedIn Bulk Data Scraper

> LinkedIn Bulk Data Scraper is a paid API for AI agents from magnum-ai-flame.vercel.app, paid per call via x402, $0.05/call, status unknown (last checked 2026-10-19, last successful call 2026-07-17).

Scrapes and returns bulk profile and company data from LinkedIn given one or more LinkedIn identifiers

## Facts

- Endpoint: POST https://magnum-ai-flame.vercel.app/api/linkedin-bulk-data-scraper?utm_source=zero.xyz
- Price: $0.05/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-19
- Last successful call: 2026-07-17
- Success rate: 100% of calls made through Zero
- Activations on Zero: 1
- Tags: x402
- Canonical page: https://www.zero.xyz/c/linkedin-bulk-data-scraper-24fa5f22
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_UMb-wqSCGj3dDDyGF7H2z

Status and success rate cover calls made through Zero and Zero's own probes. Third-party monitors may report differently.

## How to call it through Zero

Zero handles the 402 payment challenge and records the run. With the Zero CLI installed (`npm i -g @zeroxyz/cli`):

```sh
zero fetch --capability linkedin-bulk-data-scraper-24fa5f22 -d '<json body>'
```

Example prompt: Can you pull the LinkedIn profile data for these 10 people — their job titles, companies, and work history — using their LinkedIn URLs: linkedin.com/in/johndoe, linkedin.com/in/janesmith, and so on?

## When to prefer this

Use this endpoint when you need to retrieve professional profile or company data from LinkedIn at scale without manual browsing, especially for lead generation, recruiting pipelines, sales prospecting, or enriching contact databases with LinkedIn-sourced information.

## Known failure modes

- Profile is private or restricted — returns empty or partial data
- Invalid LinkedIn URL or username — returns error
- LinkedIn rate limiting or anti-scraping measures block the request — returns failure response
- Payment not received or x402 transaction fails — request rejected with 402 status
- Malformed input — missing or incorrect profile identifiers

## How this service works

Pay-per-call API marketplace with 150 endpoints powered by x402 payments on Base chain.

## Output

Returns structured data objects containing LinkedIn profile information such as name, current job title, employer, work history, education, skills, and other publicly visible profile fields for each requested profile or company.

## Response schema (JSON Schema)

```json
{
 "type": "object",
 "example": {
  "result": {
   "data": "example response"
  }
 },
 "properties": {
  "result": {
   "type": "object",
   "description": "API response data"
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/linkedin-bulk-data-scraper-24fa5f22/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from magnum-ai-flame.vercel.app](https://www.zero.xyz/host/magnum-ai-flame.vercel.app/llms.txt)