You can access the Mass 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 = { "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-batch-profile-posts-scraper").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 Bulk Profile Posts Scraper – No Login Needed API in Python

The Apify API client for Python is the official library that allows you to use Mass 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:

Mass Profile Posts Scraper for LinkedIn | No Cookies API in JavaScript

Mass Profile Posts Scraper for LinkedIn | No Cookies API through CLI

Mass Profile Posts Scraper for LinkedIn | No Cookies OpenAPI definition

Mass Profile Posts Scraper for LinkedIn | No Cookies API

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

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4.3

Linkedin profile post scraper (NO COOKIE)

unlimitedleadtestinbox/linkedin-profile-post-scraper-no-cookie

Scrape LinkedIn posts data for a given LinkedIn profile including post content, reactions, comments count, and media attachments

unli

Profile Comments Scraper for LinkedIn [No Cookies]

apimaestro/linkedin-profile-comments

Linkedin User comments scraper: Extract comments LinkedIn profiles and users including post content, reactions, stats, media attachments and more.

API Maestro

893

5.0

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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2.6K

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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

713

5.0

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 ⚡

HarvestAPI

3.6K

4.7

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

125

4.0

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

Curious Coder

9.3K

2.6

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.

API Maestro

4.1