You can access the Profile Comments Scraper for LinkedIn [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 = { "usernames": [
9        "satyanadella",
10        "https://www.linkedin.com/in/williamhgates/",
11    ] }
12
13# Run the Actor and wait for it to finish
14run = client.actor("apimaestro/linkedin-profile-comments").call(run_input=run_input)
15
16# Fetch and print Actor results from the run's dataset (if there are any)
17print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
18for item in client.dataset(run["defaultDatasetId"]).iterate_items():
19    print(item)
20
21# 📚 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 Profile Comments Scraper for LinkedIn [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:

Profile Comments Scraper for LinkedIn [No Cookies] API in JavaScript

Profile Comments Scraper for LinkedIn [No Cookies] API through CLI

Profile Comments Scraper for LinkedIn [No Cookies] OpenAPI definition

Profile Comments Scraper for LinkedIn [No Cookies] API

Post Comments & Engagements Scraper for LinkedIn | 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

4.4K

5.0

Profile Posts Scraper for LinkedIn [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

20K

4.8

Company Posts Scraper for LinkedIn – No Cookies

apimaestro/linkedin-company-posts

Extract public posts and activity from companies including post content, reactions, comments count, and media attachments

API Maestro

7.6K

5.0

Linkedin Post Comments Scraper

freshdata/linkedin-post-comments-scraper

Extract comments from any Linkedin profile post. No cookies required.

FreshData

252

LinkedIn Profile Posts Scraper (No Cookies)

harvestapi/linkedin-profile-posts

Extract posts from LinkedIn profiles, including content, media, engagement, reactions, comments, and more. No cookies or account required.

HarvestAPI

24K

4.5

LinkedIn Engagement & Content Analytics

api-empire/linkedin-post-scraper

LinkedIn Post Scraper extracts posts from public LinkedIn profiles, pages, or companies. Capture text, media, timestamps, reactions, comments, and engagement metrics. Ideal for research, competitor tracking, content analysis, and workflows needing structured LinkedIn post data.

API Empire

LinkedIn All-in-One Scraper ✅ No cookies

scrapeforge/linkedin-all-in-one

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.

ScrapeForge

109

1.0

🔍 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

221

5.0

Mass Profile Posts Scraper for LinkedIn | 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

3.2K

4.7

Profile Reactions Scraper for LinkedIn [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

972

5.0