Most web scraping projects are one-off snapshots: you scrape a website once, analyze the data, and then move on. But the real value of web data isn’t in snapshots—it’s in time-series data collected consistently over time. Dynamic web sources like job ads, release notes and status pages generate rich, continuous data that can reveal hidden…