LinkedIn Profile Scraper - No Login, No Cookies

No-login LinkedIn profile scraper & API alternative. Export public people data to CSV/JSON - bulk profile data extraction, no cookies.

Open on Apify ↗ Read the guide

Pricing

Pay per event

Charged only on successful results.

Output

JSON / CSV

Clean schema, ready for ETL.

Runtime

592 runs

62 users total

Infra

Hosted

No setup — runs in the cloud on Apify.

What it returns

No-login LinkedIn profile scraper & API alternative. Export public people data to CSV/JSON - bulk profile data extraction, no cookies.

How to run it

Open the actor on Apify (button above).
Fill the input schema — most fields have sensible defaults.
Click Run. Results land in the dataset within minutes.
Export as JSON or CSV, or pull via the dataset API.

Guides for this scraper

lead-generation

How to Scrape LinkedIn Profiles With No Login or Cookies

Scrape public LinkedIn profiles with no login, no cookies, and zero account-ban risk. Pull name, headline, employers, education, followers and Top Voice badges.

Related scrapers

2dehands Scraper — Belgium Classified Ads & Prices

2 users

Scrape 2dehands.be: title, description, price in euros, price type, seller, city, GPS coordinates, listing date and photos across every category. Export CSV, JSON, Excel.

ecommercelead generation

2GIS Scraper — Business Leads: Phones, Emails, Reviews & Hours

6 users

Scrape 2GIS businesses by keyword or category across any city. Get phones, emails, websites, socials, addresses, ratings, reviews & hours for B2B lead generation. No API key.

lead generation

99.co Scraper — Singapore Property, PSF & Agent Leads

2 users

Scrape 99.co Singapore: price, psf, beds, area, tenure, nearest MRT and the listing agent. HDB, condo, landed. Sale or rent. Keyless, no login.

real estatelead generation