You can access the Linkedin Post 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 API & Integrations 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    "urls": [
10        "https://www.linkedin.com/posts/linkedin_no-is-a-complete-sentence-activity-7247998907798978560-J_hB?utm_source=share&utm_medium=member_desktop",
11        "https://www.linkedin.com/company/amazon",
12        "https://www.linkedin.com/search/results/content/?datePosted=%22past-24h%22&keywords=ai&origin=FACETED_SEARCH",
13    ],
14    "limitPerSource": 10,
15    "numComments": 10,
16    "numLikes": 10,
17}
18
19# Run the Actor and wait for it to finish
20run = client.actor("supreme_coder/linkedin-post").call(run_input=run_input)
21
22# Fetch and print Actor results from the run's dataset (if there are any)
23print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
24for item in client.dataset(run.default_dataset_id).iterate_items():
25    print(item)
26
27# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

Linkedin Post Scraper ✅ No cookies API in Python

The Apify API client for Python is the official library that allows you to use Linkedin Post 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 Post Scraper ✅ No cookies API in JavaScript

Linkedin Post Scraper ✅ No cookies API through CLI

Linkedin Post Scraper ✅ No cookies OpenAPI definition

Linkedin Post Scraper ✅ No cookies API

LinkedIn Profile Posts Scraper (No Cookies)

harvestapi/linkedin-profile-posts

Extract posts from LinkedIn profiles, including content, media, engagement, reactions, comments, and more. No cookies or account required.

HarvestAPI

35K

4.4

(55)

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

28K

5.0

(53)

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

23K

4.8

(66)

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

7.4K

4.8

(22)

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

11K

5.0

(21)

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

4.6K

5.0

(18)

Instagram Post Scraper

fertech/instagram-post-scraper

Fertech

Linkedin post reactions scraper

curious_coder/linkedin-post-reactions-scraper

Scrape reactions or likes from linkedin post

Curious Coder

626

LinkedIn Profile Scraper + Email ✅ No Cookies

harvestapi/linkedin-profile-scraper

Extract detailed information from LinkedIn profiles in bulk, including complete work experience, education history, skills and more. No cookies or account required.

HarvestAPI

70K

4.6

(92)