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What is Mass LinkedIn Profile Scraper?
Bulk extract LinkedIn profiles with emails and contact details. No cookies required. Perfect for lead generation at scale.
The Mass LinkedIn Profile Scraper enriches profiles in bulk: names, headlines, current and past roles, companies, locations, skills, and publicly available contact details — all without cookies or logged-in sessions. Lead-generation teams use it to turn name-and-company lists into outreach-ready records at a scale manual research can't touch. Upload thousands of profile URLs and the run fans out across Apify's cloud with no per-seat browser babysitting. Export to Excel or CSV to fill CRM gaps, verify titles before sequences launch, and keep prospect data fresh with scheduled re-runs. Dedupe against existing CRM records on import to keep sequences clean.
Key Features
- Bulk profile extraction (1000s at once)
- Email discovery and verification
- Phone number lookup
- No cookies or login required
- 99.87% success rate
How to Extract Data (Step by Step)
Extracting data using the Mass LinkedIn Profile Scraper is incredibly straightforward. It runs entirely in the cloud, meaning you don't need to install any desktop software.
- Sign up for free: Create a free ParseFlow account to access professional extraction tools.
- Set your parameters: Paste the target URLs into the Mass LinkedIn Profile Scraper configuration.
- Download your data: Click Start, wait a few minutes, and download your dataset as Excel or JSON.
Ready to start extracting data?
Join thousands of businesses relying on this tool every week.
Run Mass LinkedIn Profile Scraper NowWhat does the exported data look like?
You can export the results into Excel, CSV, JSON, or HTML. Here is a sample of what the raw JSON data looks like:
[
{
"url": "https://example.com/data",
"title": "Sample Extracted Record",
"extracted_at": "2026-05-20T14:30:00Z"
}
]