You can access the LinkedIn Profile Scraper (no cookies) 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    "startUrls": [{ "url": "https://www.linkedin.com/in/williamhgates" }],
10    "maxItems": 50,
11}
12
13# Run the Actor and wait for it to finish
14run = client.actor("myagizm/linkedin-profile-scraper").call(run_input=run_input)
15
16# Fetch and print Actor results from the run's dataset (if there are any)
17print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
18for item in client.dataset(run["defaultDatasetId"]).iterate_items():
19    print(item)
20
21# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

LinkedIn Profile Scraper – Public Profile Data API in Python

The Apify API client for Python is the official library that allows you to use LinkedIn Profile Scraper (no cookies) 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 Scraper (no cookies) API in JavaScript

LinkedIn Profile Scraper (no cookies) API through CLI

LinkedIn Profile Scraper (no cookies) OpenAPI definition

LinkedIn Profile Scraper (no cookies) API

LinkedIn Profile Search Scraper No Cookies ✅ Find all people 📧

harvestapi/linkedin-profile-search

Search for LinkedIn profiles with filters and extract detailed profile information, including work experience, education history, location and more. No cookies or account required.

HarvestAPI

30K

4.8

(80)

LinkedIn Profile Posts Scraper (No Cookies)

harvestapi/linkedin-profile-posts

Extract posts from LinkedIn profiles, including content, media, engagement, reactions, comments, and more. No cookies or account required.

HarvestAPI

25K

4.1

(38)

🔥Bulk Linkedin Company Profile Scraper (No Cookies)

dev_fusion/Linkedin-Company-Scraper

The LinkedIn Company Scraper Actor efficiently extracts comprehensive company information from LinkedIn, including names, industries, websites, employee counts, and more, without requiring cookies. It simplifies data gathering for market analysis and competitive research.

Dev Fusion

11K

4.2

(40)

LinkedIn Batch Profile Posts Scraper [NO COOKIES] ✅

unseenuser/LinkedIn-Content

Extract every recent post from a list of LinkedIn profiles in a single bulk run. Get post text, hashtags, mentions, engagement metrics, reaction breakdowns, and posting cadence. No login, no cookies. Built for content strategists and influencer marketing platforms.

Unseen User

176

5.0

(3)

Linkedin Profile Posts Scraper (No Cookie)

datadoping/linkedin-profile-posts-scraper

For just $1.2 per 1,000 posts, scrape LinkedIn posts of a profile and extract full content, engagement stats, and author details using their profile URL. Note: If you're on free tier you can only scrape 4 profile and 100 posts per profile per run (12 profiles in total)

Data Doping

578

5.0

(2)

Linkedin Profile Scraper No Cookies

logical_scrapers/linkedin-profile-scraper-no-cookies

LinkedIn Bulk Profile Scraper with No Cookies Required. scrapers all publicly available data from a given LinkedIn profile URL.

Goldmine

443

1.0

(3)

Linkedin Profile Comments Scraper (No Cookie)

datadoping/linkedin-profile-comments-scraper

For just $1.2 per 1,000 comments, scrape comments made by a profile from activity on LinkedIn. It Scrapes text, reactions, pinned, timestamp, etc. Note: If you're on free tier you can only scrape 4 profile and 100 comments per profile per run (12 profiles in total)

Data Doping

176

LinkedIn Profile Data Extractor (No Cookies Required)

swarmgarden/linkedin-profile-data-extractor

Extract LinkedIn profile and company information without cookies or login. Fast, reliable data extraction for profiles, work history, education, skills, and company details.

Swarm Garden

203

5.0

(1)

LinkedIn Profile Scraper ( no cookies )

mina_safwat/linkedin-profile-scraper-no-cookies

Scrapes public LinkedIn profile data very fast without cookies

Mina

LinkedIn Profile Scraper(No cookies)

spectre_scrape/linkedin-profile-scraper-no-cookies

Scrape detailed LinkedIn profile data including experience, education, skills, and more. No cookies or login required from the user. Fast and reliable. And get there work emails with it.

Spectre

5.0

(2)

Linkedin Profile Reactions Scraper (No Cookie)

datadoping/linkedin-profile-reactions-scraper

For just $1.2 per 1,000 reactions, scrape all reactions made by a profile. It scrapes action, text, post, timestamp etc. Note: If you're on free tier you can only scrape 4 profile and 100 reactions per profile per run (12 profiles in total)

Data Doping