You can access the LinkedIn Profile Scraper - No Login, 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    "profiles": [
10        "williamhgates",
11        "satyanadella",
12        "https://www.linkedin.com/in/jeffweiner08/",
13        "https://www.linkedin.com/in/reidhoffman/",
14    ],
15    "maxResults": 100,
16    "proxyConfiguration": {
17        "useApifyProxy": True,
18        "apifyProxyGroups": ["RESIDENTIAL"],
19    },
20}
21
22# Run the Actor and wait for it to finish
23run = client.actor("logiover/linkedin-profile-scraper").call(run_input=run_input)
24
25# Fetch and print Actor results from the run's dataset (if there are any)
26print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
27for item in client.dataset(run.default_dataset_id).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 Scraper: No Login, Bulk Export API in Python

The Apify API client for Python is the official library that allows you to use LinkedIn Profile Scraper - No Login, 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 Scraper - No Login, No Cookies API in JavaScript

LinkedIn Profile Scraper - No Login, No Cookies API through CLI

LinkedIn Profile Scraper - No Login, No Cookies OpenAPI definition

LinkedIn Profile Scraper - No Login, No Cookies API

LinkedIn Profile Posts Scraper (No Cookies) ✅ Bulk

crustapi/linkedin-profile-posts-scraper

Extract posts from any public LinkedIn profile in bulk: post text, likes, comments, reactions, dates and links. Export LinkedIn data as JSON or CSV. No login, no cookies, no LinkedIn account required.

CrustAPI

LinkedIn Profile Scraper · Fresh · No Cookies

data-slayer/linkedin-profile-scraper

Scrape fresh LinkedIn profile data in bulk from profile URLs. Export structured JSON, CSV, or Excel with experience, education, skills, job, company, and location fields. No LinkedIn login or cookies. $4 per 1,000 profiles.

Data Slayer

723

5.0

Linkedin Profile Scraper + Mail (No Cookies)

leadsbrary/linkedin-profile-scraper

No cookies, no login, no browser required. Extract full LinkedIn profile data in seconds — experience, education, skills, contact info, connections & more. Paste URLs and get structured JSON instantly.

Alexandre Manguis

224

Profile Details Batch Scraper for LinkedIn + EMAIL (No Cookies)

apimaestro/linkedin-profile-batch-scraper-no-cookies-required

(no cookies need) Extract In Bulk comprehensive LinkedIn profile data including work experience, education history, certifications, and location details. Get structured information from any public LinkedIn profile using their username.

API Maestro

12K

4.4

LinkedIn Profile URL Converter

automationagents/linkedin-profile-url-converter

Convert LinkedIn or Sales Navigator profile URLs into a normalized, structured format. A utility for clean data pipelines.

Alex Jordan

LinkedIn Profile Scraper – No Login, Public Data

scrapepilot/linkedin-profile-scraper---no-login-public-data

Extract public LinkedIn profile data without login. Name, headline, company, location, about, skills. Auth wall detection + Google Knowledge Panel fallback. Residential proxy required. Bulk usernames or full names supported. JSON/CSV.

Scrape Pilot

LinkedIn Profile Scraper

calm_builder/linkedin-profile-scraper

Extract structured data from public LinkedIn profiles using URLs or usernames — no LinkedIn login required. Export names, headlines, locations, experience, education, skills, posts, articles, and recommendations as clean JSON. Only successfully retrieved profiles are saved to your dataset.

Coder

5.0

LinkedIn Profile Scraper

coregent/linkedin-people-search-profile-scraper

Scrape complete LinkedIn profiles from URLs, usernames, or profile IDs. Work history, education, skills, certifications, current-company details, and optional business-email enrichment. Profiles are deduplicated across inputs. No LinkedIn login or cookies required.