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

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    "targetUrls": [
10        "https://www.linkedin.com/in/satyanadella/",
11        "https://www.linkedin.com/company/google",
12        "https://www.linkedin.com/posts/microsoft-events_microsoft-build-has-arrived-in-seattle-and-ugcPost-7329991434395160578-GnK7/",
13        "https://www.linkedin.com/feed/update/urn:li:activity:7391573088309534720/",
14    ],
15    "maxPosts": 5,
16    "maxReactions": 5,
17    "postNestedReactions": False,
18    "maxComments": 5,
19    "postNestedComments": False,
20}
21
22# Run the Actor and wait for it to finish
23run = client.actor("harvestapi/linkedin-profile-posts").call(run_input=run_input)
24
25# Fetch and print Actor results from the run's dataset (if there are any)
26print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
27for item in client.dataset(run["defaultDatasetId"]).iterate_items():
28    print(item)
29
30# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

LinkedIn Profile Posts Scraper (No Cookies) API in Python

The Apify API client for Python is the official library that allows you to use LinkedIn Profile Posts Scraper (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:

LinkedIn Profile Posts Scraper (No Cookies) API in JavaScript

LinkedIn Profile Posts Scraper (No Cookies) API through CLI

LinkedIn Profile Posts Scraper (No Cookies) OpenAPI definition

LinkedIn Profile Posts Scraper (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

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

harvestapi/linkedin-post-reactions

Extract LinkedIn post social activities and reactions such as likes, appreciations, etc. No cookies or account required.

HarvestAPI

1.9K

5.0

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

harvestapi/linkedin-post-comments

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

HarvestAPI

2.8K

4.2

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

1.1K

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

7.6K

5.0

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

787

5.0

LinkedIn User Comments & Reactions Scraper [NO COOKIES] ✅

unseenuser/LinkedIn-user-comments-reactions

Extract public comments and reactions made by any LinkedIn profile. No login required. Get structured data with reaction counts, post content, media, and timestamps.

Unseen User

5.0

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

2.8K

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

5.5K

5.0

LinkedIn Profile Comments Scraper ✅ (No Cookies)

harvestapi/linkedin-profile-comments

Extract LinkedIn profile comments, as well as comment social activities such as likes and reactions. No cookies or account required, fast response times

HarvestAPI

507

5.0