# LinkedIn Profile Scraper (No Cookie) | $2.50/1K | Real-Time (`kaitoeasyapi/linkedin-profile-scraper-no-cookie`) Actor

LinkedIn Profile Scraper without cookies or login ($2.50/1K): bulk extract public LinkedIn person profiles with full work experience, education, skills, headline, current company & followers.

- **URL**: https://apify.com/kaitoeasyapi/linkedin-profile-scraper-no-cookie.md
- **Developed by:** [Kaito T](https://apify.com/kaitoeasyapi) (community)
- **Categories:** Lead generation, Social media, Business
- **Features:** Limited permissions
- **Stats:** 3 total users, 2 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $2.50 / 1,000 linkedin profile results

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.

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

## What's an Apify Actor?

An Actor is a serverless cloud program that runs on the Apify platform. It has two run modes.
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.

Apify vocabulary and the platform model are defined once, in the agent quickstart at https://apify.com/agents.md.

## 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.

Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run.

For examples already wired to this Actor's own input schema, see the [API](#api) section below.

Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`).

# README

## LinkedIn Profile Scraper (No Cookie)

Bulk extract public LinkedIn person profiles **without cookies, login credentials, or browser automation**.

### Key Advantages

- **No Cookie Required**: Never risk your LinkedIn account.
- **Flattened CSV + Rich Nested JSON**: Includes top-level `current_title`, `current_company`, `headline`, `location`, `followers_count`, plus full `experience[]`, `education[]`, and `skills[]`.
- **Failed Lookups Are Free**: 404/non-existent profiles are never pushed or billed.

### 💰 Transparent Pay-Per-Result Pricing (Zero Proxy or Add-On Fees)

You only pay per delivered **LinkedIn Profile Result** — empty searches, deduplicated items, and failed lookups cost **$0.00**:

| Apify Plan Tier | Price per 1,000 Results | Proxy / Compute Add-Ons |
| :--- | :--- | :--- |
| **Free / Starter** | **$3.00 / 1K** | **$0 (Included)** |
| **Bronze** | **$2.80 / 1K** | **$0 (Included)** |
| **Silver** | **$2.60 / 1K** | **$0 (Included)** |
| **Gold / Platinum / Diamond** | **$2.50 / 1K** | **$0 (Included)** |

### 📥 Input Parameters

| Parameter | Type | Default | Description |
| :--- | :--- | :--- | :--- |
| `profiles` | `array` | `["ankurjain13","https://www.linkedin.com/in/williamhgates/"]` | List of LinkedIn profile URLs or public usernames (e.g. ankurjain13, https://www.linkedin.com/in/williamhgates/). |

#### Quick-Start JSON Input Example

```json
{
  "profiles": [
    "ankurjain13",
    "https://www.linkedin.com/in/williamhgates/"
  ]
}
```

### ⚡ API, SDK & No-Code Workflow Integrations

- **Direct REST API & SDKs**: Run via `apify-client` in **Python** or **Node.js / TypeScript** and export clean **JSON, CSV, Excel, or Parquet** datasets.
- **No-Code Automation Ready**: Plug directly into **n8n**, **Make.com**, **Clay**, **Zapier**, Google Sheets, or **LangChain / LlamaIndex RAG** pipelines with zero residential proxy configuration and only **256 MB RAM** compute overhead.

***

### 🔗 Related Scrapers by KaitoEasyApi

| Actor | Price (Gold – Free) | Best For |
| :--- | :--- | :--- |
| [**LinkedIn Company Employees Scraper (No Cookie)**](https://apify.com/kaitoeasyapi/linkedin-company-employees-scraper) | **$1.50 – $2.00 / 1K** | Decision-makers & org charts by company domain + title filter |
| [**LinkedIn People Search & Lead Finder (No Cookie)**](https://apify.com/kaitoeasyapi/linkedin-people-search-lead-finder) | **$2.00 – $2.50 / 1K** | Find B2B prospects by job title, keyword, or company domain |
| [**LinkedIn Jobs Scraper (No Cookie)**](https://apify.com/kaitoeasyapi/linkedin-jobs-scraper-no-cookie) | **$1.20 – $1.50 / 1K** | Real-time LinkedIn job openings by keyword & location |
| [**LinkedIn Company Profile Scraper (No Cookie)**](https://apify.com/kaitoeasyapi/linkedin-company-intelligence-scraper) | **$2.00 – $2.50 / 1K** | Headcount, HQ, industry, website, recent posts & open roles |
| [**LinkedIn Posts & Keyword Search Scraper**](https://apify.com/kaitoeasyapi/linkedin-posts-search-activity-scraper) | **$1.50 – $2.00 / 1K** | Public profile posts, company updates & keyword social listening |
| [**Tweet Scraper (X / Twitter)**](https://apify.com/kaitoeasyapi/twitter-x-data-tweet-scraper-pay-per-result-cheapest) | **$0.18 – $0.25 / 1K** | Trusted by 41,000+ developers · High-speed tweets & search |
| [**ATS Jobs Scraper API (Workday, Greenhouse, Lever)**](https://apify.com/kaitoeasyapi/ats-jobs-scraper-api) | **$0.25 – $0.35 / 1K** | 434 ATS boards with full descriptions, USD salaries & skills |
| [**Career Page Jobs Scraper (By Company Domain)**](https://apify.com/kaitoeasyapi/company-career-page-jobs-scraper) | **$0.25 – $0.35 / 1K** | All open roles for any domain with live ATS board refresh |
| [**B2B Hiring Signals & Tech Stack Intent Scraper**](https://apify.com/kaitoeasyapi/b2b-hiring-signals-job-feed-scraper) | **$0.25 – $0.35 / 1K** | Track new/closed roles & tech-stack intent for Clay & GTM |
| [**Company ATS Detector & Job Board Finder**](https://apify.com/kaitoeasyapi/company-ats-detector-source-catalog) | **$0.30 – $0.50 / 1K** | Resolve any company domain to its ATS platform & board token |

# Actor input Schema

## `profiles` (type: `array`):

List of LinkedIn profile URLs or public usernames (e.g. ankurjain13, https://www.linkedin.com/in/williamhgates/).

## Actor input object example

```json
{
  "profiles": [
    "ankurjain13",
    "https://www.linkedin.com/in/williamhgates/"
  ]
}
```

# Actor output Schema

## `dataset` (type: `string`):

Dataset containing extracted LinkedIn items.

# 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 = {
    "profiles": [
        "ankurjain13",
        "https://www.linkedin.com/in/williamhgates/"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("kaitoeasyapi/linkedin-profile-scraper-no-cookie").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 = { "profiles": [
        "ankurjain13",
        "https://www.linkedin.com/in/williamhgates/",
    ] }

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

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

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

```

## CLI example

```bash
echo '{
  "profiles": [
    "ankurjain13",
    "https://www.linkedin.com/in/williamhgates/"
  ]
}' |
apify call kaitoeasyapi/linkedin-profile-scraper-no-cookie --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,kaitoeasyapi/linkedin-profile-scraper-no-cookie"
        }
    }
}
```

The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer <APIFY_API_TOKEN>` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations).

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/CoB0nsdwuDViH67dA/builds/myDpq5J0NtN8dztwA/openapi.json