Job Listing Data Scraping
Extract job postings, required skill matrices, compensation bands, and employer hiring trends across Indeed, LinkedIn Jobs, Glassdoor, Greenhouse, Lever, and Workday portals.
What is Job Listing Data Scraping?
Staffing agencies, job board aggregators, and market research firms need continuous feeds of active job openings, but modern job boards employ aggressive anti-scraping protections and complex dynamic single-page applications.
We build high-throughput job scraping pipelines that extract posting dates, company names, salary ranges, full job descriptions, required technical skills, and hiring manager details across major job portals and direct ATS platforms (Greenhouse, Lever, Workday).
Scrapes major job boards and thousands of direct company careers pages.
Normalizes disparate compensation formats (hourly/yearly) and extracts structured keyword tags.
Deduplicates cross-posted listings across multiple boards into a unified, clean feed.
What's Included in Every Project
Full-scale data extraction deliverables designed for resilience, clean schema parsing, and scheduled delivery.
Multi-Platform Job Board Scraper Source Code (Python / TypeScript)
Modular crawlers for Indeed, LinkedIn Jobs, Glassdoor, and ZipRecruiter.
Direct ATS Careers Page Ingestion Engine
Scrapes job listings directly from Greenhouse, Lever, Workday, and Ashby careers pages.
Salary Normalization & Keyword Tagging Engine
Converts hourly/monthly wages to annual ranges and extracts required tech stacks and skills.
Automated Deduplication & Cross-Posting Resolver
Merges identical job listings cross-posted across multiple boards into a single canonical entry.
Scheduled Daily Pipeline & PostgreSQL Database Sync
Automated cron runner with direct database insertion and Cloudflare R2 backup snapshots.
30-Day Anti-Bot Break-Fix Warranty
Immediate script updates if target job boards update their pagination or DOM selectors.
Our 4-Step Scraping & Data Pipeline Process
Agile crawler engineering with rigorous anti-bot evasion testing.
Target Roles & Industry Filter Spec
We define target job categories, geographic regions, target company lists, and required schema fields.
Scraper Construction & Proxy Pool Setup
We build scrapers with rotating residential proxies and stealth headers to bypass anti-bot shields.
Salary Parser & Deduplication Build
We configure regex parsers for compensation bands and build deduplication hashing rules.
VPS Cron Scheduling & Handover
We deploy automated daily cron jobs on your Linux VPS with Slack alerts and deliver source code.
Technologies & Proxy Infrastructure
High-throughput crawling runtimes, residential proxy meshes, and databases.
Milestone-Based Investment Tiers
Fixed pricing with no hidden licensing fees. 100% code & dataset ownership upon completion.
Automated job listing crawler for up to 3 major job boards or 50 direct company ATS careers pages.
- Up to 3 Job Boards (Indeed/Glassdoor)
- 50 Direct Company ATS Pages
- Daily Automated Run Frequency
- Salary & Skill Tag Normalization
- PostgreSQL / CSV Delivery
- 30-Day Break-Fix Warranty
- 100% Code Ownership
High-volume job pipeline across LinkedIn, Indeed, Glassdoor, and 500+ direct ATS career portals.
- LinkedIn, Indeed, Glassdoor & ZipRecruiter
- 500+ Direct ATS Career Portals
- Deduplicated Canonical Job Feed
- Hiring Velocity & Trend Analytics
- Real-Time Slack Alerts on New Postings
- Priority 30-Day Support
- Full GitHub Repo Access
Nationwide recruitment feed indexing millions of active job postings daily with custom API access.
- Millions of Active Job Listings Daily
- Custom REST / GraphQL Data Feed
- Dedicated Senior Data Engineer
- Historical Wage Trend Analytics
- 24/7 SLA Support Options
Custom Enterprise & Bespoke Project Scope
Have specialized requirements, existing legacy architecture, dedicated SLA agreements, or custom team workflows? We analyze your technical scope and deliver tailored milestone estimates within 24 hours.
Related Scraping Case Studies
Proven large-scale crawling architectures delivered for our clients.
Tech Recruitment Agency Executive Search Feed
Built a direct ATS scraper extracting newly opened engineering roles within 30 minutes of publication.
Labor Market Economic Research Aggregator
Engineered an Indeed and Glassdoor crawler analyzing tech wage inflation across 50 US metropolitan markets.
Frequently Asked Questions
Common questions about job listing data scraping and our data extraction methodology.
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Ready to extract your job listing data scraping?
Specify your target domains and required data schema fields. Receive a feasibility assessment, test sample, and fixed milestone quote within 24 hours.