LinkedIn Profile Bulk Scraper +Email ✅ No Cookies $4/$10 per 1k

Pricing

Pay per event

LinkedIn Profile Bulk Scraper +Email ✅ No Cookies $4/$10 per 1k

Extract detailed information from LinkedIn profiles, including complete work experience, education history, skills and more. No cookies or account required.

Pricing

Pay per event

Rating

4.2

(12)

Developer

HarvestAPI

Maintained by Community

Actor stats

101

Bookmarked

2.3K

Total users

502

Monthly active users

2.1 hours

Issues response

a day ago

Last modified

Categories

Lead generation

Social media

Open source

You can access the LinkedIn Profile Bulk Scraper +Email ✅ No Cookies $4/$10 per 1k programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in Integrations settings in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = {
9    "profileScraperMode": "Profile details no email ($4 per 1k)",
10    "queries": [
11        "https://www.linkedin.com/in/williamhgates",
12        "https://www.linkedin.com/in/towhid-rahman",
13    ],
14}
15
16# Run the Actor and wait for it to finish
17run = client.actor("harvestapi/linkedin-profile-scraper").call(run_input=run_input)
18
19# Fetch and print Actor results from the run's dataset (if there are any)
20print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
21for item in client.dataset(run["defaultDatasetId"]).iterate_items():
22    print(item)
23
24# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

LinkedIn Profile Bulk Scraper +Email ✅ No Cookies $4/$10 per 1k API in Python

The Apify API client for Python is the official library that allows you to use LinkedIn Profile Bulk Scraper +Email ✅ No Cookies $4/$10 per 1k API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

LinkedIn Profile Bulk Scraper +Email ✅ No Cookies $4/$10 per 1k API in JavaScript

LinkedIn Profile Bulk Scraper +Email ✅ No Cookies $4/$10 per 1k API through CLI

LinkedIn Profile Bulk Scraper +Email ✅ No Cookies $4/$10 per 1k OpenAPI definition

LinkedIn Profile Bulk Scraper +Email ✅ No Cookies $4/$10 per 1k API

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Extract comprehensive data from public LinkedIn profiles including work experience, education, skills, connections, and activity. Bulk processing supported. No LinkedIn authentication needed - just provide profile URLs and get structured JSON data.