You can access the Linkedin Profile Comments [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
10# Run the Actor and wait for it to finish
11run = client.actor("apimaestro/linkedin-profile-comments").call(run_input=run_input)
12
13# Fetch and print Actor results from the run's dataset (if there are any)
14print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
15for item in client.dataset(run["defaultDatasetId"]).iterate_items():
16    print(item)
17
18# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

LinkedIn User Comments Scraper – No Login Needed API in Python

The Apify API client for Python is the official library that allows you to use Linkedin Profile Comments [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 Profile Comments [NO COOKIES] API in JavaScript

Linkedin Profile Comments [NO COOKIES] API through CLI

Linkedin Profile Comments [NO COOKIES] OpenAPI definition

Linkedin Profile Comments [NO COOKIES] API

Linkedin Profile Reactions [NO COOKIES]

apimaestro/linkedin-profile-reactions

Linkedin User Reactions Scraper: Extract reactions for LinkedIn profiles and users including post content, reactions, stats, article, media attachments and more.

API Maestro

5.0

Linkedin Post Comments,Replies,Engagements Scraper | No Cookies

apimaestro/linkedin-post-comments-replies-engagements-scraper-no-cookies

Scrape in Batch all LinkedIn post related data including comments, stats, , reactions, replies and media attachments

API Maestro

329

4.0

Linkedin Profile Posts Scraper [NO COOKIES]

apimaestro/linkedin-profile-posts

Scrape LinkedIn posts data for a given LinkedIn profile including post content, reactions, comments count, and media attachments

API Maestro

2.1k

4.4

Linkedin Mass Profile Posts Scraper | NO COOKIES

apimaestro/linkedin-batch-profile-posts-scraper

Scrape in Batch LinkedIn posts from LinkedIn profiles including post content, reactions, comments count, and media attachments

API Maestro

239

5.0

Linkedin post reactions scraper

curious_coder/linkedin-post-reactions-scraper

Scrape reactions or likes from linkedin post

Curious Coder

461

Linkedin Post Data Scraper | No Cookies

apimaestro/linkedin-post-detail

Linkedin Posts Data Scraper: Extract detailed information from LinkedIn profiles including work experience, education history, and location details.

API Maestro

5.0

Linkedin Post Reactions Scraper

apimaestro/linkedin-post-reactions

Scrape all reactions data for a given post

API Maestro

106

5.0

LinkedIn Profile Engagement Scraper (Company and Profile)

ahmed-khaled/linkedin-engagement-scraper

A powerful Apify actor to extract post-engagement metrics from LinkedIn profiles. Gather likes, comments, reposts, and more for data-driven insights. Boost your social media strategy today!

Ahmed Khaled Ali

196

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).