LinkedIn Recruiter Scraper

Find recruiters, hiring managers, and talent acquisition specialists on LinkedIn by title, industry or tech keywords, and location. Get clean, deduplicated profile rows ready for outreach.

What you get

One dataset row per recruiter found:

Field	Content
Name	Full name (plus first/last split)
Title	Current title, parsed from the headline
Company	Current company, parsed from the headline
Hiring niche	Detected specialization (e.g. Frontend Developers, SaaS Hiring)
LinkedIn URL	Public profile link
Image	Profile picture (thumbnail)
Matched keyword / title / location	Which of your inputs this profile matched

Inputs

• Recruiter titles - one search runs per title and the results merge. Example: Recruiter, Technical Recruiter, Talent Acquisition.
• Industry / tech keywords (optional) - narrow to a niche. Example: SaaS, React, Healthcare.
• Locations (optional) - one search per title runs per location. Common location names work directly; a numeric LinkedIn geo id targets any region. A name the actor does not recognize joins the search text instead. Empty defaults to the United States.
• Maximum profiles - stop after this many unique recruiters (1-500).
• Search language - two-letter hint for the search pages.
• Deduplication - drop profiles already delivered by an earlier title search in the same run.

Good to know

• Steady pacing. One request at a time with a randomized pause between pages, and the run stops cleanly on any refusal or rate limit. Use a reasonable Maximum profiles value.
• Hidden profiles stay hidden. LinkedIn hides some members' names depending on network distance. Where the member can still be identified, the actor resolves the name automatically; genuinely anonymous cards are skipped - no tool can reveal them.
• About 1000 results per search. LinkedIn itself caps any single people search. To cover a bigger market, run several narrower searches (more titles or locations) and merge the exports.
• Maintenance. LinkedIn changes its internal endpoints from time to time. If a run stops with a "page shape changed" message, the actor needs an update - contact us through the Apify store page.

Example output

{
  "fullName": "Sarah Johnson",
  "firstName": "Sarah",
  "lastName": "Johnson",
  "currentTitle": "Senior Technical Recruiter",
  "company": "Example Corp",
  "hiringNiche": "SaaS Hiring",
  "linkedinUrl": "https://www.linkedin.com/in/sarahjohnson",
  "profileImage": "https://media.licdn.com/dms/image/.../profile.jpg",
  "snippet": "Senior Technical Recruiter at Example Corp",
  "matchedKeyword": "SaaS",
  "recruiterTitleMatched": "Technical Recruiter",
  "locationKeyword": "United States",
  "timestamp": "2026-10-26T06:00:00.000Z"
}