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

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 = { "postIds": [
9        "7289521182721093633",
10        "https://www.linkedin.com/posts/satyanadella_big-day-for-microsoft-365-copilot-im-really-activity-7320867199693246465-BAA0/",
11    ] }
12
13# Run the Actor and wait for it to finish
14run = client.actor("apimaestro/linkedin-post-comments-replies-engagements-scraper-no-cookies").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 Post Comments & Reactions Scraper – No Login Needed API in Python

The Apify API client for Python is the official library that allows you to use Post Comments & Engagements 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:

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

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

Profile Comments Scraper for LinkedIn [No Cookies]

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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

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Linkedin Post Comments Scraper

freshdata/linkedin-post-comments-scraper

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

FreshData

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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)

Data Doping

167

4.3

Linkedin Post Comments Scraper

bhansalisoft/linkedin-post-comments-scraper

Linkedin Post Comments Scraper - Easily extract comments from any LinkedIn post with our LinkedIn Post Comments Scraper. Fast, secure, and no coding required.

bhansalisoft

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

730

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

14K

4.6

Post Reactions Scraper for LinkedIn

apimaestro/linkedin-post-reactions

Scrape all reactions data for a given post

API Maestro

1.3K

5.0

Linkedin Post Comments Scraper

bestscrapers/linkedin-post-comments-scraper

The **Linkedin Post's Comments Scraper** is a powerful tool designed to extract all comments from any LinkedIn profile post — without the need for cookies or login.