You can access the Scrape LinkedIn profiles 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 '{}' |
<apify call linkedin-hub/scrape-linkedin-profiles --silent --output-dataset

Scrape LinkedIn profiles API through CLI

The Apify CLI is the official tool that allows you to use Scrape LinkedIn profiles locally, providing convenience functions and automatic retries on errors.

Install the Apify CLI

$npm i -g apify-cli
$apify login

Other API clients include:

Scrape LinkedIn profiles API in Python

Scrape LinkedIn profiles API in JavaScript

Scrape LinkedIn profiles OpenAPI definition

Scrape LinkedIn profiles API

LinkedIn Scrape: Profiles, Posts, Messages, Reactions, Comments

agent-x/linkedin-multi-functional-scraper

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✨Mass Linkedin Profile Scraper with Email 📧 (No Cookies)

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Linkedin profile scraper

curious_coder/linkedin-profile-scraper

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

Supreme Coder

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256

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Linkedin Email Sniper

mohamedgb00714/linkedin-email-sniper

Scrapes linkedin profiles for publicly available data, including usernames and potentially emails

mohamed el hadi msaid

Linkedin Company Scraper (Public data)

emastra/linkedin-company-scraper

Scrape public LinkedIn company profiles to extract data like description, specialties, employee count, follower count, and office locations. No login or cookies needed. Ideal for lead generation, market research, competitor analysis, and B2B data enrichment. Fast, reliable, and optimized for scale.

Emiliano Mastragostino

Linkedin Profile Posts Scraper [NO COOKIES]

apimaestro/linkedin-profile-posts

Scrape LinkedIn posts data for a given LinkedIn profile including post content, reactions, comments count, and media attachments

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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.

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