# Bulk-scrape LinkedIn profiles, no login

**Use case:** 

Half the profiles in your bulk scrape come back empty - rate-limited, deleted, or set to private - and most scrapers bill you for them anyway. This one only charges when a profile returns real data: name, headline, location, about, full work history and education. No cookies, no login. Swap in your own list of profiles.

## Input

```json
{
  "profiles": [
    "https://www.linkedin.com/in/williamhgates",
    "satyanadella"
  ],
  "include_experience": true,
  "include_education": true,
  "max_proxy_sessions": 3,
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL"
    ]
  },
  "max_results": 15
}
```

## Output

```json
{
  "name": {
    "label": "Name",
    "format": "string"
  },
  "headline": {
    "label": "Headline",
    "format": "string"
  },
  "location": {
    "label": "Location",
    "format": "string"
  },
  "experience_count": {
    "label": "Jobs found",
    "format": "integer"
  },
  "education_count": {
    "label": "Schools found",
    "format": "integer"
  },
  "public_identifier": {
    "label": "LinkedIn ID",
    "format": "string"
  }
}
```

## About this Actor

This example demonstrates how to use [LinkedIn Profile Scraper — Never Pay for Empty Profiles](https://apify.com/0xgollum/reliable-linkedin-profiles.md) with a specific input configuration. Visit the [Actor detail page](https://apify.com/0xgollum/reliable-linkedin-profiles.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).
- **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`.
- **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`.
- **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`.
- **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/0xgollum/reliable-linkedin-profiles.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).