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LinkedIn Batch Profile Posts Scraper [NO COOKIES] ✅

Try for free

Extract every recent post from a list of LinkedIn profiles in a single bulk run. Get post text, hashtags, mentions, engagement metrics, reaction breakdowns, and posting cadence. No login, no cookies. Built for content strategists and influencer marketing platforms.

Pricing

from $5.50 / 1,000 results

Rating

5.0

(4)

Developer

Unseen User

Actor stats

Bookmarked

263

Total users

Monthly active users

8 days ago

Last modified

Categories

Automation

Lead generation

Social media

You can access the LinkedIn Batch Profile Posts Scraper [NO COOKIES] ✅ 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 API & Integrations in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = { "profileUrls": ["satyanadella"] }
9
10# Run the Actor and wait for it to finish
11run = client.actor("unseenuser/linkedin-content").call(run_input=run_input)
12
13# Fetch and print Actor results from the run's dataset (if there are any)
14print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
15for item in client.dataset(run.default_dataset_id).iterate_items():
16    print(item)
17
18# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

LinkedIn Profile Posts Scraper - Bulk Extract API in Python

The Apify API client for Python is the official library that allows you to use LinkedIn Batch Profile Posts Scraper [NO COOKIES] ✅ API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

LinkedIn Batch Profile Posts Scraper [NO COOKIES] ✅ API in JavaScript

LinkedIn Batch Profile Posts Scraper [NO COOKIES] ✅ API through CLI

LinkedIn Batch Profile Posts Scraper [NO COOKIES] ✅ OpenAPI definition

LinkedIn Batch Profile Posts Scraper [NO COOKIES] ✅ API

LinkedIn Profile Posts Scraper · No Cookies

data-slayer/linkedin-profile-posts-scraper

Scrape recent posts, quote posts, and reposts from public LinkedIn profiles with text, media, author details, and engagement—no login or cookies.

Data Slayer

297

🔍 LinkedIn Posts Scraper - Keyword & Hashtag [NO COOKIES] ✅

unseenuser/LinkedIn-Post-Seach-Scraper

Search LinkedIn's public post graph by keyword, hashtag, or author. Extract content, engagement metrics, reaction breakdowns, author profile data, and timestamps. No login, no cookies. Built for social listening, B2B competitive intelligence, and thought-leader research.

Unseen User

432

5.0

LinkedIn Posts Scraper ✅ NO COOKIES

atomus/linkedin-posts-scraper-pro

Scrape every post from any LinkedIn profile or company page: post text, media, reactions, comments, shares, reposts, author details, and mentions. No LinkedIn account or cookies needed. Auto-pagination handles full feeds, with batch scraping across many profiles in one run.

Atomus APIs

536

5.0

LinkedIn Post Analytics Scraper · No Cookies

data-slayer/linkedin-post-analytics-scraper

Get detailed analytics from any LinkedIn post URL — likes, comments, shares, full reaction breakdowns by type, author info, post text, media attachments, and document data. No cookies, no login, no Chrome extension. Your LinkedIn account is never at risk. JSON/CSV/Excel export.

Data Slayer

116

Linkedin Hashtag Posts Urls Scraper

sasky/linkedin-hashtag-posts-urls-scraper

Scrapes Linkedin posts URLs related to a given hashtag

SaSkY

248

Linkedin Post Scraper

codenest/linkedin-post-scraper

Extract complete LinkedIn post data including titles, descriptions, images, videos, engagement metrics (likes/comments), author details, and publication timestamps. Get structured JSON output with media download URLs for easy archiving and analysis.

CodeNest

Company Detail Scraper for LinkedIn (No Cookies)

apimaestro/linkedin-company-detail

Extract detailed LinkedIn company data instantly. Get company overview, employee count, locations, funding info, and more. Perfect for market research, lead generation, and competitor analysis. Clean, structured data ready for your business needs.

API Maestro

5.2K

3.8

LinkedIn Hashtag Posts Scraper

crawlerbros/linkedin-hashtag-posts-scraper

Scrape posts tagged with any LinkedIn hashtag (e.g. #AI, #marketing). Returns author, content, engagement metrics. Cookie optional for public access, recommended for more results.

Crawler Bros

👥 LinkedIn Groups Scraper - Members & Posts [NO COOKIES] ✅

unseenuser/LinkedIn-Groups-Scraper

Extract members, posts, and discussions from any public LinkedIn Group. Identify niche professional communities and build hyper-targeted lead lists by group affiliation. No login, no cookies, no Chrome extension. Bulk-process multiple groups. Built for B2B marketers and recruiters.

Unseen User

219

5.0

Profile Full Sections Scraper for LinkedIn + 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

3.4K

5.0