You can access the Linkedin Post Comments Scraper 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 API & Integrations 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 = { "postUrls": ["https://www.linkedin.com/posts/rajeshrana84_aws-serverless-cloudcomputing-share-7504302581205073920-63AH/?utm_source=social_share_send&utm_medium=member_desktop_web&rcm=ACoAAB1kQ2MBs0WTeYdJt4DMlyQvQKI034yxsnA"] }
9
10# Run the Actor and wait for it to finish
11run = client.actor("api-ninja/linkedin-post-comments-scraper").call(run_input=run_input)
12
13# Fetch and print Actor results from the run's dataset (if there are any)
14print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
15for item in client.dataset(run.default_dataset_id).iterate_items():
16    print(item)
17
18# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

Linkedin Post Comments Scraper API in Python

The Apify API client for Python is the official library that allows you to use Linkedin Post Comments Scraper 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 Comments Scraper API in JavaScript

Linkedin Post Comments Scraper API through CLI

Linkedin Post Comments Scraper OpenAPI definition

Linkedin Post Comments Scraper API

LinkedIn Post Comments Scraper (No Cookies) ✅ (No Cookies)

harvestapi/linkedin-post-comments

Extract LinkedIn post comments or comment replies in bulk, as well as comment social activities such as the number of likes and reactions. No cookies or account required

HarvestAPI

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LinkedIn Post Comment & Reaction Extractor [NO COOKIES] ✅

unseenuser/linkedin-post-comment-reaction-extractor-no-cookies

Extract every commenter and reactor on any public LinkedIn post - profiles, comment text, reaction types, timestamps. The highest-signal lead source on LinkedIn: engaged commenters are 5–10x warmer than cold search results. No login, no cookies. Built for B2B sales teams.

Unseen User

566

5.0

(6)

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.

Atomus APIs

151

5.0

(3)

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

495

4.8

(2)

Linkedin Post Comments Scraper

freshdata/linkedin-post-comments-scraper

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

FreshData

254

LinkedIn Post & Comments Scraper ✅ No cookies

practicaltools/Apify-linkedin-post-scraper

A robust Actor that extracts structured data from public LinkedIn posts, including author, text, images, videos, date and reactions.

Practical Tools

225

5.0

(3)

LinkedIn Post Comments & Engagements Scraper

khadinakbar/linkedin-post-comments-engagements-scraper

Scrape known public LinkedIn post URLs for visible comments, commenters, post authors, likes, reactions, comment counts, and engagement totals. Provider-backed with SociaVault; no user cookies required. MCP/API-ready.

Khadin Akbar

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.

Linkedin Scrapers

199

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.