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LinkedIn Post Comment & Reaction Extractor [NO COOKIES] ✅

Try for free

Scrape LinkedIn post comments, replies, and reactions at scale. Collects comment text, author profiles, reaction types, reactor details, and timestamps with configurable limits - no LinkedIn login required.

Pricing

from $5.50 / 1,000 results

Rating

5.0

(2)

Developer

Unseen User

Actor stats

Bookmarked

Total users

Monthly active users

14 days ago

Last modified

Categories

Automation

Lead generation

Social media

You can access the LinkedIn Post Comment & Reaction Extractor [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 Integrations settings 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    "posts": ["7302346926123798528"],
10    "sortBy": "relevant",
11    "includeReplies": True,
12    "includeReactions": True,
13    "reactionType": "ALL",
14    "commentsLimit": 0,
15    "reactionsLimit": 0,
16}
17
18# Run the Actor and wait for it to finish
19run = client.actor("unseenuser/linkedin-post-comment-reaction-extractor-no-cookies").call(run_input=run_input)
20
21# Fetch and print Actor results from the run's dataset (if there are any)
22print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
23for item in client.dataset(run["defaultDatasetId"]).iterate_items():
24    print(item)
25
26# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

LinkedIn Post Comment & Reaction Extractor [NO COOKIES] ✅ API in Python

The Apify API client for Python is the official library that allows you to use LinkedIn Post Comment & Reaction Extractor [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 Post Comment & Reaction Extractor [NO COOKIES] ✅ API in JavaScript

LinkedIn Post Comment & Reaction Extractor [NO COOKIES] ✅ API through CLI

LinkedIn Post Comment & Reaction Extractor [NO COOKIES] ✅ OpenAPI definition

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Scrape all reactions data for a given post

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

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Linkedin Posts Scraper (users,companies,groups) ✅ No cookies ✅

scraping_solutions/linkedin-posts-scraper-users-groups-schools-no-cookies

LinkedIn Timelines Posts Scraper Scrape LinkedIn timeline posts from users, groups, showcase pages, and schools quickly and efficiently. This actor extracts detailed post data, including content, timestamps, engagement metrics (likes, comments, shares), and media (images, videos, links).