The Indeed Scraper provides a robust foundation for job market analysis and data collection with advanced capabilities that make it resilient against multiple anti-scraping measures!
This comprehensive scraper offers:
Stealth Mode with Rotating Identity
- Browser fingerprint randomization
- User agent rotation
- Proxy support
- Human-like behavior simulation
- Advanced anti-detection measures
Asynchronous Support
- Concurrent page scraping with Playwright
- Managed browser contexts for parallel operations
- Semaphore-based concurrency control
- Unified API that works in both sync and async modes
AI-Enhanced Job Description Analysis
- Skill extraction for technical, soft, and domain skills
- Sentiment analysis for company culture
- Job description summarization
- Salary estimation for listings without salary info
- Market insights generation
Usage Examples
The script includes examples that demonstrate how to use the scraper:
# Basic usage
scraper = IndeedScraper(headless=True)
jobs = scraper.scrape_jobs("data scientist", "remote", max_pages=1)
print(f"Found {len(jobs)} jobs")
# Advanced usage with async and AI analysis
import asyncio
async def run_async_example():
scraper = IndeedScraper(async_mode=True, ai_analysis=True)
jobs = await scraper.scrape_jobs_async(
"software engineer",
"New York",
job_type=["full-time"],
get_details=True
)
print(f"Found {len(jobs)} jobs with async mode")
asyncio.run(run_async_example())