You can access the LinkedIn Scraper at Scale Without Cookie 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

$echo '{
<  "linkedin_url": "https://www.linkedin.com/in/sample-profile"
<}' |
<apify call freshdata/fresh-linkedin-profile-data --silent --output-dataset

LinkedIn Scraper at Scale Without Cookie API through CLI

The Apify CLI is the official tool that allows you to use LinkedIn Scraper at Scale Without Cookie locally, providing convenience functions and automatic retries on errors.

Install the Apify CLI

$npm i -g apify-cli
$apify login

Other API clients include:

LinkedIn Scraper at Scale Without Cookie API in Python

LinkedIn Scraper at Scale Without Cookie API in JavaScript

LinkedIn Scraper at Scale Without Cookie OpenAPI definition

LinkedIn Scraper at Scale Without Cookie API

Linkedin Profile Scraper

logical_scrapers/linkedin-profile-scraper

🚀 Fastest linkedin profile scraper. Easily extract comprehensive LinkedIn profile data, including name, headline, industry, location, experience, education, skills, certifications, and more. Automates LinkedIn data collection for lead generation, recruiting, research, and competitive analysis.

Goldmine

276

4.9

Linkedin Profile Full Sections Scraper + EMAIL | No Cookies

apimaestro/linkedin-profile-full-sections-scraper

Scrape complete LinkedIn profile data including work experience, education history, certifications, and location details. Get structured information from any public LinkedIn profile using their username.

API Maestro

246

5.0

Transform Linkedin Profile Picture Url to Linkedin Url

saswave/transform-linkedin-profile-picture-url-to-linkedin-url

From a linkedin profile picture url, find the corresponding linkedin profile url. Help cleaning & enrich linkedin data at scale.

SASWAVE

5.0

LinkedIn Profile

lordflotrox/linkedin-profile

Get information about a LinkedIn profile given a LinkedIn URL. Useful for programmatically extracting data about profiles at scale without the need for a parser or manual labor.

Lord Flotrox

1.1K

Linkedin Profile Details Batch Scraper (No Cookies)

apimaestro/linkedin-profile-batch-scraper-no-cookies-required

(no cookies need) Extract In Bulk comprehensive LinkedIn profile data including work experience, education history, certifications, and location details. Get structured information from any public LinkedIn profile using their username.

API Maestro

777

5.0

LinkedIn Profile Data Extractor (No Cookies Required)

hamzasaleem/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.

Hmza

Linkedin Profile Details Scraper

ahmed-khaled/linkedin-profile-details-scraper

Apify actor designed to extract main profile details from LinkedIn profiles. This actor provides comprehensive information, including contact details, name, cover, title, experience, education, licenses, and more.

Ahmed Khaled Ali

416

Linkedin Profile Scraper ✅ No cookie ✅ $3 per 1k profiles

supreme_coder/linkedin-profile-scraper

Scrape unlimited Linkedin profiles without risking your Linkedin account. Live data, Super fast scraping at affordable cost. High success rate

Supreme Coder

1.2K

2.6

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

856

5.0

Job Listings Aggregator Pro

assertive_analogy/Job-Listings-Aggregator

Job Listings Aggregator – Find Jobs Fast! Search 8+ top job boards (LinkedIn, Indeed, RemoteOK, Dice, more) in one click. Get Python, tech & remote roles with smart deduplication, keyword filters & instant results. Supercharge your job hunt with this powerful, all-in-one Python scraper!