# LinkedIn Profile Scraper ( no cookies ) (`mina_safwat/linkedin-profile-scraper-no-cookies`) Actor

Scrapes public LinkedIn profile data very fast without cookies

- **URL**: https://apify.com/mina\_safwat/linkedin-profile-scraper-no-cookies.md
- **Developed by:** [Mina](https://apify.com/mina_safwat) (community)
- **Categories:** Lead generation, AI, Automation
- **Stats:** 4 total users, 3 monthly users, 100.0% runs succeeded, 1 bookmarks
- **User rating**: No ratings yet

## Pricing

from $2.50 / 1,000 results

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## 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.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

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).


# README

## LinkedIn Profile Scraper

Scrapes public LinkedIn profiles. Provide a list of URLs and get one structured
record per profile — name, headline, location, experience, education, recent
posts, and more.

### Input

| field | type | required | notes |
|---|---|---|---|
| `profile_urls` | array of strings | yes | LinkedIn profile URLs |
| `li_at_cookie` | string (secret) | no | Optional session cookie used as a fallback for profiles that aren't publicly visible |
| `proxy_country` | string | no, default `US` | two-letter country code |
| `max_concurrency` | int 1–20 | no, default `1` | higher = faster but more likely to be rate-limited |
| `include_raw` | boolean | no, default `false` | include raw `og:*` meta and JSON-LD in output |

### Output

One dataset record per input URL:

```json
{
  "url": "https://www.linkedin.com/in/williamhgates/",
  "status": 200,
  "name": "Bill Gates",
  "headline": "Chair, Gates Foundation and Founder, Breakthrough Energy",
  "tagline": "Creator, Top Voice",
  "description": "Chair of the Gates Foundation. Founder of Breakthrough Energy...",
  "image": "https://media.licdn.com/...",
  "location": "Seattle, Washington, United States",
  "country": "US",
  "follower_count": 40304014,
  "experience": [
    { "name": "Gates Foundation", "url": "...", "start_year": 2000, "end_year": null }
  ],
  "education": [
    { "name": "Harvard University", "url": "...", "start_year": 1973, "end_year": 1975 }
  ],
  "recent_articles": [
    { "title": "...", "url": "...", "published_at": "...", "likes": 2994 }
  ],
  "recent_posts": [
    { "text": "...", "url": "...", "published_at": "...", "likes": 1203 }
  ]
}
````

When a fetch fails entirely you get `{ "url": "...", "error": "..." }`.

# Actor input Schema

## `profile_urls` (type: `array`):

List of LinkedIn profile URLs to scrape, e.g. https://www.linkedin.com/in/williamhgates/

## `li_at_cookie` (type: `string`):

Optional session cookie used as a fallback for profiles that aren't publicly visible. Leave blank to use the built-in default. Treat as a secret.

## `proxy_country` (type: `string`):

Two-letter country code(s) for Apify residential proxy. Comma-separate to rotate across countries per retry (e.g. "US,GB,DE,CA,FR") — spreads IP-pool load and reduces 999/404 rates. A single value (e.g. "US") pins all retries to one country.

## `max_concurrency` (type: `integer`):

Higher concurrency = faster but more likely to be flagged. 1 is safest; consider 2-3 for small batches.

## `include_raw` (type: `boolean`):

Off by default. Turn on for debugging or to access fields not yet surfaced as structured properties.

## Actor input object example

```json
{
  "profile_urls": [
    "https://www.linkedin.com/in/mina-safwat-9a1a3b1bb"
  ],
  "proxy_country": "US,GB,DE,CA,FR",
  "max_concurrency": 1,
  "include_raw": false
}
```

# Actor output Schema

## `results` (type: `string`):

No description

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "profile_urls": [
        "https://www.linkedin.com/in/mina-safwat-9a1a3b1bb"
    ],
    "proxy_country": "US,GB,DE,CA,FR"
};

// Run the Actor and wait for it to finish
const run = await client.actor("mina_safwat/linkedin-profile-scraper-no-cookies").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = {
    "profile_urls": ["https://www.linkedin.com/in/mina-safwat-9a1a3b1bb"],
    "proxy_country": "US,GB,DE,CA,FR",
}

# Run the Actor and wait for it to finish
run = client.actor("mina_safwat/linkedin-profile-scraper-no-cookies").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "profile_urls": [
    "https://www.linkedin.com/in/mina-safwat-9a1a3b1bb"
  ],
  "proxy_country": "US,GB,DE,CA,FR"
}' |
apify call mina_safwat/linkedin-profile-scraper-no-cookies --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=mina_safwat/linkedin-profile-scraper-no-cookies",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "LinkedIn Profile Scraper ( no cookies )",
        "description": "Scrapes public LinkedIn profile data very fast without cookies",
        "version": "0.0",
        "x-build-id": "7ZxUizLqF3Otjx6GI"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/mina_safwat~linkedin-profile-scraper-no-cookies/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-mina_safwat-linkedin-profile-scraper-no-cookies",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/mina_safwat~linkedin-profile-scraper-no-cookies/runs": {
            "post": {
                "operationId": "runs-sync-mina_safwat-linkedin-profile-scraper-no-cookies",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/mina_safwat~linkedin-profile-scraper-no-cookies/run-sync": {
            "post": {
                "operationId": "run-sync-mina_safwat-linkedin-profile-scraper-no-cookies",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "properties": {
                    "profile_urls": {
                        "title": "LinkedIn profile URLs",
                        "type": "array",
                        "description": "List of LinkedIn profile URLs to scrape, e.g. https://www.linkedin.com/in/williamhgates/",
                        "items": {
                            "type": "string"
                        }
                    },
                    "li_at_cookie": {
                        "title": "LinkedIn session cookie (optional)",
                        "type": "string",
                        "description": "Optional session cookie used as a fallback for profiles that aren't publicly visible. Leave blank to use the built-in default. Treat as a secret."
                    },
                    "proxy_country": {
                        "title": "Proxy countries (comma-separated)",
                        "type": "string",
                        "description": "Two-letter country code(s) for Apify residential proxy. Comma-separate to rotate across countries per retry (e.g. \"US,GB,DE,CA,FR\") — spreads IP-pool load and reduces 999/404 rates. A single value (e.g. \"US\") pins all retries to one country.",
                        "default": "US,GB,DE,CA,FR"
                    },
                    "max_concurrency": {
                        "title": "Max concurrent requests",
                        "minimum": 1,
                        "maximum": 20,
                        "type": "integer",
                        "description": "Higher concurrency = faster but more likely to be flagged. 1 is safest; consider 2-3 for small batches.",
                        "default": 1
                    },
                    "include_raw": {
                        "title": "Include raw og:* meta and JSON-LD in output",
                        "type": "boolean",
                        "description": "Off by default. Turn on for debugging or to access fields not yet surfaced as structured properties.",
                        "default": false
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
