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 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

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!

Gideon Nesh

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 Search By Name scraper ✅ No Cookies

harvestapi/linkedin-profile-search-by-name

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

HarvestAPI

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

415

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

Sitemap URL Extractor

onescales/sitemap-url-extractor

Provide a link to a sitemap.xml and the app will extract and list all URLs in the sitemap as well as additional data in the sitemap (i.e. https://onescales.com/sitemap.xml).

One Scales

5.0

Find Sitemap from url

eesti/find-sitemap-from-url

A powerful [Apify Actor] that finds sitemap URLs for any website. This Actor helps you discover XML sitemaps by checking common locations, robots.txt files, and analyzing HTML content for sitemap links.

ando

Sitemap Sniffer

vaclavrut/sitemap-sniffer

Sitemap sniffer will check the most used variants of sitemaps and you can use that for crawling. This will just save you time so you don't have to check manually.

Vaclav Rut

633

5.0

Linkedin Profile Scraper

tonystarkjarvis0/linkedin-profile-scraper

A lightweight LinkedIn profile scraper that extracts job titles, headlines, locations, companies, and more from public profiles. Designed for lead generation, HR, and market research automation.