Case Study: LinkedIn Job Scraper – Structured Leads with CSV Export
Case Studies

Case Study: LinkedIn Job Scraper – Structured Leads with CSV Export

Automated job collection with filters and CSV export streamlined lead gen and analysis.

Muhammad Umar
Muhammad Umar
January 12, 2025
1 min
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LinkedIn Job Scraper – Structured Leads with CSV Export

Overview

A configurable scraping pipeline to collect job postings, apply filters, and export CSV for downstream tools.

Problem

  • Manual copy‑paste from job boards
  • No consistent schema for analysis

Solution

  • Headless browser with throttling and retries
  • Filters for keywords, locations, seniority
  • CSV export and deduplication by URL + title

Outcomes

  • Hours saved weekly in lead generation
  • Cleaner datasets for ATS and enrichment

Stack

  • Node.js, Playwright/Puppeteer, CSV utilities, simple dashboard

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TagsCase StudiesWeb DevelopmentProgramming
Muhammad Umar
WRITTEN BY

Muhammad Umar

Full Stack Developer & UI/UX Designer

I help businesses build modern, high-performance web applications with clean code and exceptional user experiences. With expertise in React, Next.js, and modern frontend technologies.

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