Pricing

$5.00 / 1,000 linkedin post scrapeds

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LinkedIn Post Scraper - No Login, Comments & Reactions

Try for free

Scrape public LinkedIn posts by URL or profile: text, reactions, comment threads and author details. Flat $0.005 per post, no extra charge per reaction or comment like other scrapers. No login or cookies required.

Pricing

$5.00 / 1,000 linkedin post scrapeds

Rating

0.0

(0)

Developer

Gio

Actor stats

Bookmarked

Total users

Monthly active users

20 hours ago

Last modified

Categories

Social media

Lead generation

You can access the LinkedIn Post Scraper - No Login, Comments & Reactions 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 = {
9    "postUrls": ["https://www.linkedin.com/posts/williamhgates_the-road-ahead-reaches-a-turning-point-in-activity-7142740845631365120-Mx61"],
10    "profileUrls": ["https://www.linkedin.com/in/williamhgates/"],
11}
12
13# Run the Actor and wait for it to finish
14run = client.actor("gio21/linkedin-post-scraper").call(run_input=run_input)
15
16# Fetch and print Actor results from the run's dataset (if there are any)
17print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
18for item in client.dataset(run.default_dataset_id).iterate_items():
19    print(item)
20
21# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

LinkedIn Post Scraper - Text, Reactions, Comments (No Login) API in Python

The Apify API client for Python is the official library that allows you to use LinkedIn Post Scraper - No Login, Comments & Reactions API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

LinkedIn Post Scraper - No Login, Comments & Reactions API in JavaScript

LinkedIn Post Scraper - No Login, Comments & Reactions API through CLI

LinkedIn Post Scraper - No Login, Comments & Reactions OpenAPI definition

LinkedIn Post Scraper - No Login, Comments & Reactions API

LinkedIn Posts Scraper ✅ NO COOKIES

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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.

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Search LinkedIn posts by keywords, scrape profile posts, company posts, and get post details — all in one actor. Powered by real-time data, no cookies required.

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LinkedIn Post Comment & Reaction Extractor [NO COOKIES] ✅

unseenuser/linkedin-post-comment-reaction-extractor-no-cookies

Extract every commenter and reactor on any public LinkedIn post - profiles, comment text, reaction types, timestamps. The highest-signal lead source on LinkedIn: engaged commenters are 5–10x warmer than cold search results. No login, no cookies. Built for B2B sales teams.

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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.

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Linkedin Post Comments Scraper (No Cookie)

datadoping/linkedin-post-comments-scraper

For just $1.2 per 1,000 comments. Scrape all LinkedIn post related data including comments, stats, reactions, replies and media attachments Note: If you're on free tier you can only scrape 4 posts and 100 comments per post per run (12 posts in total)

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LinkedIn Post Comments Scraper ✅ NO COOKIES

atomus/linkedin-comments-scraper-pro

Extract every comment and reply from any LinkedIn post: comment text, author name, headline, profile URL, reaction breakdown, and timestamps. Opt into nested replies, batch up to 1,000 posts per run, and pay only for the comments extracted. No LinkedIn account or cookies needed.

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LinkedIn Post Reactions & Comments Scraper ✅ No Cookies

data_pool/linkedin-post-engagement-scraper

Get every engager on a LinkedIn post — reactors and commenters — in one actor, deduplicated into a single lead list. No login or cookies required.

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LinkedIn Posts Scraper - Reactions & Comments

parseforge/linkedin-posts-scraper

Scrape LinkedIn posts from any public profile or company page. Each post returns text, publish date, reaction breakdown, comment and repost counts, media and the author profile, as one flat row. No cookies required. Export to CSV, Excel, JSON or XML.

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🚀 LinkedIn Posts Scraper ⚡ No Login Required

vulnv/linkedin-posts-scraper

Extract comprehensive data from public LinkedIn posts including content, author information, engagement metrics, and more. Bulk processing supported. No LinkedIn authentication needed - just provide post URLs and get structured JSON data.