Extract posts from LinkedIn profiles, company pages, search results, and direct post URLs. Pagination is automatic - no need to track page numbers or pagination tokens manually. And no LinkedIn cookies required, so your own profile is 100% safe from restrictions.

RICEMAN

150

3.8

LinkedIn Profile Comments Bulk Scraper (No Cookies) ✅ $2 per 1k

harvestapi/linkedin-profile-comments

Extract LinkedIn profile comments, as well as comment social activities such as likes and reactions. No cookies or account required. Concurrency + fast response times ⚡

HarvestAPI

LinkedIn Profile Reactions Scraper (No Cookies) ✅ $2 per 1k

harvestapi/linkedin-profile-reactions

Extract LinkedIn profile reactions, as well as full post data and social activities. No cookies or account required. Concurrency + fast response times ⚡

HarvestAPI

Linkedin Profile Scraper

deepanshusharm/linkedin-profile-scrape

A LinkedIn profile data scraper that scrapes complete professional profiles including work history, education, skills etc

Deepanshu Sharma

Linkedin Comment Scraper

capable_cauldron/linkedin-comment-scraper

Scrape comments and replies from LinkedIn posts. Supports pagination, filtering, and comprehensive data extraction.

Capable Cauldron

LinkedIn Post Scraper ✅ No cookies

practicaltools/Apify-linkedin-post-scraper

A robust Actor that extracts structured data from public LinkedIn posts, including author, text, images, videos, date and reactions.

Practical Tools

LinkedIn Profile Bulk Scraper +Email ✅ No Cookies $4/$10 per 1k

harvestapi/linkedin-profile-scraper

Extract detailed information from LinkedIn profiles, including complete work experience, education history, skills and more. No cookies or account required. Concurrency + fast response times make mass scraping fast ⚡

HarvestAPI

951

4.6

LinkedIn Profile Posts Bulk Scraper (No Cookies)⚡$2 per 1k

harvestapi/linkedin-profile-posts

Extract posts from LinkedIn profiles including content, media, engagement, reactions, comments and more. No cookies or account required. Concurrency + fast response times make mass scraping fast ⚡

HarvestAPI

3.7

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

930

3.9

Advanced Linkedin Job Scraper (No Cookies) + company ⚡️

harvestapi/linkedin-job-search

The most Advanced LinkedIn Job Search Scraper. Extract full info + company data. No cookies or account required. Concurrency + fast response times make mass scraping fast ⚡

HarvestAPI

178

5.0

Linkedin Post Search Scraper (No Cookies) ⚡ $2 per 1k posts

harvestapi/linkedin-post-search

Search LinkedIn Posts with advanced filters by target profiles or companies. No cookies or account required. Concurrency + fast response times make mass scraping fast ⚡

HarvestAPI

899

5.0