Real-time alerting pipelines built on top of web‑scraped event streams are now critical infrastructure in domains such as competitive intelligence, e‑commerce price monitoring, incident detection, and security monitoring. The goal is to continuously watch external websites or APIs, detect meaningful changes, and notify on‑call engineers or business stakeholders via channels like Slack and PagerDuty with minimal latency and noise.