# LinkedIn Profile Batch Scraper + Email ⚡ Bulk, No Login (`vulnv/linkedin-profile-batch`) Actor

Extract complete public LinkedIn profiles for up to 1,000 people in a single run — experience, education, certifications, skills, and location. Optionally find business emails. No login or cookies required.

- **URL**: https://apify.com/vulnv/linkedin-profile-batch.md
- **Developed by:** [VulnV](https://apify.com/vulnv) (community)
- **Categories:** Lead generation, Social media
- **Stats:** 12 total users, 5 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

Pay per event

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 web data automations that power AI and operations. They run on the Apify platform to scrape websites, process data, connect APIs, and automate workflows.
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.

- **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 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 Batch Scraper + Email ⚡ Bulk, No Login Required

Extract complete, structured **LinkedIn profiles in bulk** — up to **1,000 profiles per
run** — from usernames or URLs. No login, no cookies. Optionally enrich every profile with a
publicly available **business email**.

Built for lead generation, recruiting, and market research at scale.

### ✨ Features

- **Bulk processing** — up to 1,000 profiles in a single run, processed in concurrent batches.
- **Full profile data** — name, headline, about, location, experience, education,
  certifications, languages, and more.
- **No authentication** — pass usernames or full profile URLs.
- **Optional email enrichment** — find a business email per profile (billed only when found).
- **Resilient** — invalid/duplicate inputs are skipped; each profile is stored as it completes.

### 📥 Input

| Field | Type | Required | Description |
|-------|------|----------|-------------|
| `usernames` | array of strings | ✅ | Up to 1,000 usernames (`williamhgates`) or full profile URLs. |
| `includeEmail` | boolean | — | Look up a business email per profile. Default `false`. |

```json
{
    "usernames": ["williamhgates", "https://www.linkedin.com/in/neal-mohan"],
    "includeEmail": true
}
```

### 📤 Output

One structured record per profile (see the
[single-profile scraper](https://apify.com/vulnv/linkedin-profile-detail) for the full
field list), each optionally carrying an `email_resolution` object when `includeEmail` is on.

### 💡 Use Cases

- Enriching a list of leads or candidates exported from your CRM/ATS.
- Building contact databases at scale.
- Talent mapping and competitive research.

### 💰 Pricing

Pay-per-event: charged **per profile returned** and, only when enabled and successful,
**per business email found**. No monthly fees.

### 🛠️ Our Other Scrapers

Explore our full LinkedIn suite and more:

- **[LinkedIn Profile Detail Scraper + Email](https://apify.com/vulnv/linkedin-profile-detail)** — one profile at a time, with optional email.
- **[LinkedIn Profile Posts Scraper](https://apify.com/vulnv/linkedin-profile-posts)** — every post from any public profile.
- **[LinkedIn Company Detail Scraper](https://apify.com/vulnv/linkedin-company-detail)** — full company profiles by URL.
- **[LinkedIn Company Posts Scraper](https://apify.com/vulnv/linkedin-company-posts)** — all posts from a company page.
- **[Email Validator](https://apify.com/vulnv/email-validator)** — verify deliverability of any email address.

📬 **Custom fields, higher volume, or a managed data pipeline?** Email us at <apify@vulnv.com> — we build bespoke scrapers and managed feeds for teams. Questions and feature requests welcome too, or visit our [Apify profile](https://apify.com/vulnv).

# Actor input Schema

## `usernames` (type: `array`):

Up to 1,000 LinkedIn profile usernames (e.g. `williamhgates`) or full profile URLs.

## `includeEmail` (type: `boolean`):

Also look up a publicly available business email for each profile. Charged only per email actually found. (Available for paid Apify users.)

## Actor input object example

```json
{
  "usernames": [
    "williamhgates",
    "https://www.linkedin.com/in/neal-mohan",
    "mark-cuban-06a0755b"
  ],
  "includeEmail": false
}
```

# 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 = {
    "usernames": [
        "williamhgates",
        "https://www.linkedin.com/in/neal-mohan",
        "mark-cuban-06a0755b"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("vulnv/linkedin-profile-batch").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 = { "usernames": [
        "williamhgates",
        "https://www.linkedin.com/in/neal-mohan",
        "mark-cuban-06a0755b",
    ] }

# Run the Actor and wait for it to finish
run = client.actor("vulnv/linkedin-profile-batch").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 '{
  "usernames": [
    "williamhgates",
    "https://www.linkedin.com/in/neal-mohan",
    "mark-cuban-06a0755b"
  ]
}' |
apify call vulnv/linkedin-profile-batch --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=vulnv/linkedin-profile-batch",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/acts/qFfwPWLIjr4Nd8pk8/builds/t6oTkuOWRAKbYunHd/openapi.json