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

16K

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

5.3K

4.9

Company Posts Batch Scraper for LinkedIn | No Cookies

apimaestro/linkedin-company-posts-batch-scraper-no-cookies

Extract public posts data in batch from companies including post content, reactions, comments count, and media attachments

API Maestro

495

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

API Maestro

3.1K

4.8

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

5.0

Linkedin Post Scraper

scraper-engine/linkedin-post-scraper

💼 LinkedIn Post Scraper extracts public LinkedIn posts from profile or company profile with text, media, reactions, comments & author info. 🚀 Ideal for market research, content analysis & lead generation. Export data in JSON, CSV, or Excel.

Scraper Engine

408

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.

HarvestAPI

6.8K

4.9

Linkedin Company Post Scraper

api-empire/linkedin-company-post-scraper

LinkedIn Post Scraper extracts posts from public LinkedIn profiles, pages, or companies. Capture text, media, timestamps, reactions, comments, and engagement metrics. Ideal for research, competitor tracking, content analysis, and workflows needing structured LinkedIn post data.

API Empire

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

782

5.0