You can access the Profile Posts 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 = {}
9
10# Run the Actor and wait for it to finish
11run = client.actor("apimaestro/linkedin-profile-posts").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 Profile Posts Scraper | LinkedIn Post Data API in Python

The Apify API client for Python is the official library that allows you to use Profile Posts 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 Posts Scraper for LinkedIn [No Cookies] API in JavaScript

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

Profile Posts Scraper for LinkedIn [No Cookies] OpenAPI definition

Profile Posts Scraper for LinkedIn [No Cookies] API

Mass Profile Posts Scraper for LinkedIn | No Cookies

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Profile Comments Scraper for LinkedIn [No Cookies]

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pratikdani/linkedin-posts-scraper

Scrape LinkedIn posts data from LinkedIn Post URLs.

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Linkedin post scraper

curious_coder/linkedin-post-search-scraper

Scrape linkedin posts or updates from linkedin post search results. Supports advanced linkedin search filters. Extract posts from any linkedin member

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Posts Search Scraper for LinkedIn | No Cookies

apimaestro/linkedin-posts-search-scraper-no-cookies

Scrape LinkedIn posts by keyword without login. Get post content, reactions, author details, and media. Sort by relevance or date. Perfect for research, analysis, and monitoring trends.

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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

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Post Reactions Scraper for LinkedIn

apimaestro/linkedin-post-reactions

Scrape all reactions data for a given post

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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

132

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LinkedIn Profile Posts Scraper (No Cookies)⚡$2 per 1k

harvestapi/linkedin-profile-posts

Extract posts from LinkedIn profiles including content, media, engagement, reactions, comments and more. No cookies or account required. Concurrency + fast response times make mass scraping fast ⚡