Pricing

from $3.50 / 1,000 profile results

LinkedIn Profile Scraper — Never Pay for Empty Profiles

Bulk LinkedIn profile scraper - no cookies or login required. Pulls name, headline, location, about, full work experience and education. Built around one rule: a profile is only billed if it actually returned real data. Private, deleted, or blocked profiles are never billed.

Pricing

from $3.50 / 1,000 profile results

Rating

0.0

(0)

Developer

0xGollum

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Monthly active users

16 hours ago

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LinkedIn Profile Scraper — Never Pay for Empty Profiles API through CLI

The Apify CLI is the official tool that allows you to use LinkedIn Profile Scraper — Never Pay for Empty Profiles locally, providing convenience functions and automatic retries on errors.

Install Apify CLI

Using installation script (macOS/Linux):

$curl -fsSL https://apify.com/install-cli.sh | bash

Using installation script (Windows):

$irm https://apify.com/install-cli.ps1 | iex

Using Homebrew:

$brew install apify-cli

Using npm:

$npm install -g apify-cli

Other API clients include:

LinkedIn Profile Scraper — Never Pay for Empty Profiles API in Python

LinkedIn Profile Scraper — Never Pay for Empty Profiles API in JavaScript

LinkedIn Profile Scraper — Never Pay for Empty Profiles OpenAPI definition

LinkedIn Profile Scraper — Never Pay for Empty Profiles API

LinkedIn Profile Scraper | 9 Fields, No Login or Cookies

themineworks/linkedin-profile-scraper

Scrape public LinkedIn profiles in bulk with no login. Name, headline, experience, education, skills, connections, followers. $7.00 per 1,000. MCP-ready.

The Mine Works

LinkedIn Profile Scraper | $1.2/1K | No Login (Fast)

apivault_labs/linkedin-profile-scraper

Extract public LinkedIn profiles at scale. No login, no cookies, no browser. Get name, bio, location, followers, website, industry. Choose fields to extract. Batch up to 20 concurrent. JSON output for CRM, lead gen, recruiting. $0.0012 per profile ($1.2 per 1,000).

Apivault Labs

5.0

(1)

LinkedIn Profile Scraper — Profiles & Your Own Connections

memo23/linkedin-profiles-cheerio

Scrape LinkedIn profiles for name, headline, full work history, education and skills. Paste profile URLs, or flip one toggle to export your own first-degree connections and scrape every one — no 1,000-result cap. Clean JSON, CSV or Excel at $0.001 per profile, no monthly rental.

Muhamed Didovic

5.0

(4)

LinkedIn User Comments Scraper [NO COOKIES] ✅

unseenuser/LinkedIn-user-comments

Scrape every comment a LinkedIn user has posted on other people's content. Get comment text, target posts, engagement, timestamps, and reaction breakdowns. The richest signal for personalized B2B outreach. No login, no cookies. Built for SDRs and ABM teams.

Unseen User

5.0

(3)

LinkedIn Profile Extractor & Enricher (No Login Required) ✅

unseenuser/LinkedIn-Profile

Extract complete LinkedIn profile data - experience, education, skills, certifications, location, headline. No login, no cookies. Built for B2B sales and lead-gen teams.

Unseen User

1.6K

5.0

(4)

LinkedIn Company Employees Scraper & Email Finder — No Login

memo23/linkedin-company-employees-scraper

Find a company's employees on LinkedIn without login. Pass company names or URLs, filter by title & seniority, and get verified profiles — name, current title, location, profile URL — plus an optional email finder. Each match is confirmed against its public result, not a SERP guess.

Muhamed Didovic

137

5.0

(1)

LinkedIn Post Scraper | Keyword Monitor, Never Hits LinkedIn

themineworks/linkedin-post-search

Search public LinkedIn posts by keyword with no login: post URL, author, headline, profile, snippet. No ban risk. $2/1k. Works in Claude & ChatGPT.

The Mine Works

LinkedIn Public Company Profiles Scraper (No Cookies)

fetch_cat/linkedin-company-profiles-scraper

Extract identity-safe public LinkedIn company profiles from exact URLs or slugs. Export firmographics, provenance, and complete success/error accounting.

Hanna Nosova

LinkedIn Jobs Scraper — From $0.25/1k · No Cookies, No Login

memo23/linkedin-jobs-scraper

LinkedIn Jobs scraper — no login or cookies, fetched live, not from a stale job database. Search by keyword, URL, or job IDs with expiry monitoring. Free title/employer filters, 1K-cap bypass, recruiter contacts, company enrichment. Salary, description, apply URL per job. From $0.25/1k.

Muhamed Didovic

5.0

(1)

LinkedIn Email + Profile Scraper ⚡ Active Leads (No Login)

slothtechlabs/linkedin-email-finder-profile-scraper-no-login

The LinkedIn email scraper that skips dormant profiles. Real company domain pulled from the company's LinkedIn page (not guessed from its name), top-3 email patterns with honest confidence, activity score, seniority & decision-maker signals, industry. CRM-ready CSV. Pay per success — failed = free.