# Get LinkedIn people data from Clay or Apollo URL lists

**Use case:** 

Feed Clay, Apollo, or spreadsheet LinkedIn profile URLs into structured people JSON without cookies. Ideal for GTM workflows with profile links. $2.50/1k.

## Input

```json
{
  "profileUrls": [
    "https://www.linkedin.com/in/andrewng",
    "https://www.linkedin.com/in/brianchesky",
    "https://www.linkedin.com/in/tobi-lutke"
  ]
}
```

## Output

```json
{
  "full_name": {
    "label": "Full name",
    "format": "string"
  },
  "headline": {
    "label": "Headline",
    "format": "string"
  },
  "url": {
    "label": "Profile URL",
    "format": "string"
  },
  "public_identifier": {
    "label": "Public identifier",
    "format": "string"
  },
  "location.city": {
    "label": "City",
    "format": "string"
  },
  "location.country": {
    "label": "Country",
    "format": "string"
  },
  "location.region": {
    "label": "Region",
    "format": "string"
  },
  "current_company.name": {
    "label": "Company",
    "format": "string"
  },
  "current_company.title": {
    "label": "Title",
    "format": "string"
  },
  "current_company.url": {
    "label": "Company URL",
    "format": "string"
  },
  "current_company.started_at": {
    "label": "Started at",
    "format": "string"
  },
  "connections_count": {
    "label": "Connections",
    "format": "number"
  },
  "followers_count": {
    "label": "Followers",
    "format": "number"
  },
  "is_open_to_work": {
    "label": "Open to work",
    "format": "boolean"
  },
  "is_premium": {
    "label": "Premium",
    "format": "boolean"
  },
  "is_verified": {
    "label": "Verified",
    "format": "boolean"
  },
  "error": {
    "label": "Error",
    "format": "object"
  }
}
```

## About this Actor

This example demonstrates how to use [LinkedIn Profile Scraper ✅ No Cookies · $2.50/1k](https://apify.com/up2data/linkedin-profile-scraper.md) with a specific input configuration. Visit the [Actor detail page](https://apify.com/up2data/linkedin-profile-scraper.md) to learn more, explore other use cases, and run it yourself.


## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
This Task's input is already configured above — use it as-is rather than inventing a new one.

- **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use).
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- **Any other language** — the [REST API](https://docs.apify.com/api/v2.md).

For full API examples (JavaScript, Python, CLI, MCP, OpenAPI), see this Task's Actor page: https://apify.com/up2data/linkedin-profile-scraper.md

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).