You can access the Post Comments & Engagements 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

1import { ApifyClient } from 'apify-client';
2
3// Initialize the ApifyClient with your Apify API token
4// Replace the '<YOUR_API_TOKEN>' with your token
5const client = new ApifyClient({
6    token: '<YOUR_API_TOKEN>',
7});
8
9// Prepare Actor input
10const input = {
11    "postIds": [
12        "7289521182721093633",
13        "https://www.linkedin.com/posts/satyanadella_big-day-for-microsoft-365-copilot-im-really-activity-7320867199693246465-BAA0/"
14    ]
15};
16
17// Run the Actor and wait for it to finish
18const run = await client.actor("apimaestro/linkedin-post-comments-replies-engagements-scraper-no-cookies").call(input);
19
20// Fetch and print Actor results from the run's dataset (if any)
21console.log('Results from dataset');
22console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
23const { items } = await client.dataset(run.defaultDatasetId).listItems();
24items.forEach((item) => {
25    console.dir(item);
26});
27
28// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

LinkedIn Post Comments & Reactions Scraper – No Login Needed API in JavaScript

The Apify API client for JavaScript is the official library that allows you to use Post Comments & Engagements Scraper for LinkedIn | No Cookies API in JavaScript or TypeScript, providing convenience functions and automatic retries on errors.

Install the apify-client

$npm install apify-client

Other API clients include:

Post Comments & Engagements Scraper for LinkedIn | No Cookies API in Python

Post Comments & Engagements Scraper for LinkedIn | No Cookies API through CLI

Post Comments & Engagements Scraper for LinkedIn | No Cookies OpenAPI definition

Post Comments & Engagements Scraper for LinkedIn | No Cookies API

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)

Data Doping

423

4.8

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

3.3K

4.7

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

7.7K

5.0

Post Reactions Scraper for LinkedIn

apimaestro/linkedin-post-reactions

Scrape all reactions data for a given post

API Maestro

1.8K

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

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

981

5.0

LinkedIn User Comments & Reactions Scraper [NO COOKIES] ✅

unseenuser/LinkedIn-user-comments-reactions

See exactly what any LinkedIn user has commented on or reacted to recently - their full engagement history. Surface what topics they care about and which thought leaders they follow. No login, no cookies. Built for personalized B2B outreach and ABM teams.

Unseen User

602

5.0

Linkedin Comment Scraper

capable_cauldron/linkedin-comment-scraper

Scrape comments and replies from LinkedIn posts. Supports pagination, filtering, and comprehensive data extraction.

Capable Cauldron

202

4.2

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.