You can access the LinkedIn Profile Posts Scraper (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

$echo '{
<  "targetUrls": [
<    "https://www.linkedin.com/in/satyanadella/",
<    "https://www.linkedin.com/company/google",
<    "https://www.linkedin.com/posts/microsoft-events_microsoft-build-has-arrived-in-seattle-and-ugcPost-7329991434395160578-GnK7/",
<    "https://www.linkedin.com/feed/update/urn:li:activity:7391573088309534720/"
<  ],
<  "maxPosts": 5,
<  "maxReactions": 5,
<  "postNestedReactions": false,
<  "maxComments": 5,
<  "postNestedComments": false
<}' |
<apify call harvestapi/linkedin-profile-posts --silent --output-dataset

LinkedIn Profile Posts Scraper (No Cookies) API through CLI

The Apify CLI is the official tool that allows you to use LinkedIn Profile Posts Scraper (No Cookies) locally, providing convenience functions and automatic retries on errors.

Install Apify CLI

Using installation script (macOS/Linux):

$curl -fsSL https://apify.com/install-cli.sh | bash

Using installation script (Windows):

$irm https://apify.com/install-cli.ps1 | iex

Using Homebrew:

$brew install apify-cli

Using npm:

$npm install -g apify-cli

Other API clients include:

LinkedIn Profile Posts Scraper (No Cookies) API in Python

LinkedIn Profile Posts Scraper (No Cookies) API in JavaScript

LinkedIn Profile Posts Scraper (No Cookies) OpenAPI definition

LinkedIn Profile Posts Scraper (No Cookies) API

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

harvestapi/linkedin-post-reactions

Extract reactions of LinkedIn posts or comments, such as likes, appreciations, etc. No cookies or account required.

HarvestAPI

3.5K

5.0

Linkedin Post Search Scraper (No Cookies)

harvestapi/linkedin-post-search

Search LinkedIn Posts with advanced filters by target profiles or companies. No cookies or account required.

HarvestAPI

18K

4.9

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

20K

4.8

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

3.2K

4.7

LinkedIn Company Posts Scraper (No Cookies)

harvestapi/linkedin-company-posts

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

HarvestAPI

7.3K

4.9

LinkedIn Posts Scraper ✅ NO COOKIES

atomus/linkedin-posts-scraper-pro

Scrape every post from any LinkedIn profile or company page: post text, media, reactions, comments, shares, reposts, author details, and mentions. No LinkedIn account or cookies needed. Auto-pagination handles full feeds, with batch scraping across many profiles in one run.

Atomus APIs

297

5.0

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

7.6K

5.0

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

5.2K

4.5

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

10K

3.2

LinkedIn Posts Search API

sandhive/linkedin-posts-parser

Search and filter LinkedIn posts by keyword, country, hiring intent, links, engagement, and freshness. Built for job discovery, lead generation, market research, and content monitoring.