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Bulk-scrape LinkedIn profiles, no login

Half the profiles in your bulk scrape come back empty - rate-limited, deleted, or set to private - and most scrapers bill you for them anyway. This one only charges when a profile returns real data: name, headline, location, about, full work history and education. No cookies, no login. Swap in your own list of profiles.

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LinkedIn Profile Scraper — Never Pay for Empty Profiles
LinkedIn Profile Scraper — Never Pay for Empty Profiles0xgollum/reliable-linkedin-profiles
Name
Headline
Location
Jobs found
+2 fields
Text
Number
Boolean
List
Object

Input

LinkedIn profiles(required):https://www.linkedin.com/in/williamhgates+1
Include work experience:true
Include education:true
Max proxy sessions per profile:3
Proxy configuration

Output fields

Name
Headline
Location
Jobs found
Schools found
LinkedIn ID

How it works

Sign up on Apify01

Create your Apify account to access the LinkedIn Profile Scraper — Never Pay for Empty Profiles.

Start the run02

The Actor will start running based on the input automatically.

Receive the output03

Monitor the progress in real-time. You will be notified as soon as your dataset is complete and ready for review.

Integrate into your workflow04

The final output is delivered in JSON, CSV, or Excel format, ready to be plugged into your workflow.

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