Defining a robust data freshness Service Level Agreement (SLA) is one of the most consequential design decisions in any data-driven product that relies on web scraping. Scrape too often and you burn budget, hit rate limits, and attract unwanted attention; scrape too rarely and your “live” dashboards, pricing engines, or risk models quietly drift out of sync with reality.