Job Board Aggregator Scraper

Aggregate job market data from all major platforms. Build competitive intelligence, salary databases, and hiring trend reports.

What's Included — Full Source Code:

• Python + Playwright automation engine
• Multi-platform support (Indeed, Glassdoor, LinkedIn Jobs, ZipRecruiter)
• Anti-detection with fingerprint rotation
• NLP salary extraction from descriptions
• Export to CSV, JSON, PostgreSQL

Core Features:

• Job data — title, company, location, salary (posted or estimated), description, requirements
• Company intelligence — employer ratings, review counts, company size, industry
• Salary extraction — NLP parser pulls salary ranges even when not explicitly listed
• Tech stack detection — identifies programming languages, frameworks, tools from descriptions
• Hiring velocity — track how fast companies are posting new roles
• Remote filter — classify remote, hybrid, on-site from descriptions
• Application links — direct apply URLs for each posting

Output Fields:

• Job title, company name, location, posted date
• Salary range (min/max/currency)
• Full job description text
• Required skills, experience level
• Company Glassdoor rating, employee count
• Apply URL, job board source

Performance:

• 5,000+ jobs per hour across platforms
• Deduplication across boards (same job, multiple postings)
• Daily scheduling for new posting alerts
• Historical tracking for trend analysis

Built for recruiters, HR analytics, salary benchmarking, and competitive intelligence.