The Challenge: Safeguarding Network Stability in Real Time In modern network operations (NetOps), the ability to detect and respond to anomalies instantly is critical. Network devices—routers, switches, firewalls, and endpoints—continuously stream hi...
The Real-Time Mandate in Retail Retail has really become a real-time game. Every second, shoppers generate signals across web and mobile, such as product views, add-to-cart events, purchases, and returns, while supply-side events like restocks and in...
Imagine you’re running a coffee shop, and there’s a camera at the entrance, continuously capturing every customer who walks in. These snapshots are your event stream — one after another, playing endlessly. But here’s the challenge, if you want to kno...
Remember last time we asked: “Why not just move all the logic to streaming? Wouldn’t that be faster?” The Dual-Track Problem of Lambda Architecture In a Lambda architecture, our data pipelines follow a dual-track approach: Lambda Architecture: Raw D...
