Operations | Monitoring | ITSM | DevOps | Cloud

When something breaks in a modern digital service, customers feel it instantly. Pages stall, requests time out, and carts are abandoned, while frustration grows long before a root cause is identified. What the world never sees is the engineering effort required to keep these systems healthy in the first place. Site Reliability Engineers (SREs) carry that responsibility every day.

The recent Cloudflare outage served as a stark reminder of how fragile the global digital ecosystem can be due to a single point of failure. In a matter of minutes, thousands of websites that rely on Cloudflare’s CDN, from Fortune 500 brands to SaaS platforms and consumer apps, went offline for hours. The business impacts were severe, with Shopify alone suffering over $4 million in losses while downstream merchant impacts potentially exceeded $170 million.

If you’ve been following the development of BigPanda AI Detection and Response (ADR), you’re aware of our mission to automate Level 1 (L1) operations and eliminate the need for manual, time-consuming investigations. In our last update, we highlighted the manual, complex, and time-consuming processes that hinder modern IT teams. Enterprises spend billions on observability tools based on the false belief that more coverage equals total visibility.