How to Build a Job Aggregator with Web Scraping (Full Pipeline)

To build a job aggregator with web scraping, think in terms of a pipeline: source postings smartly, normalize every source to one shape, deduplicate the same job across boards, keep the data fresh, then store and serve it. Scraping a single job page is the easy part. The real work is everything that turns a pile of scraped pages into one clean, current feed, which is why builders usually underestimate the jump from scraping pages to running a useful aggregator.