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 Company Scraper

freshdata/linkedin-company-scraper

Get real-time LinkedIn company data, including funding info, domain, follower count, specialties and more.

FreshData

102

5.0

Linkedin Post Scraper Without Cookies

freshdata/linkedin-post-scraper

Extract posts from any linkedin member.

FreshData

160

5.0

🚀 LinkedIn Profile Scraper ⚡ No Login Required

vulnv/linkedin-profile-scraper

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.

VulnV

5.0

Linkedin Profile Detail Scraper

bhansalisoft/linkedin-profile-detail-scraper

Linkedin Profile Detail Scraper - Extract full LinkedIn profile details including company info, certifications, education, and skills—quick, accurate, and exportable

bhansalisoft

Linkedin Open Profile Status

freshdata/linkedin-open-profile-status

Accurately detects whether a LinkedIn profile is open to receiving InMail messages (i.e., Open Profile status: true or false).

FreshData

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

5.0

Linkedin Profile Details Batch Scraper + EMAIL (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

961

5.0

Linkedin Profile Details Scraper + EMAIL (No Cookies Required)

apimaestro/linkedin-profile-detail

Scrape 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

2.6K

4.4

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

311

5.0