Learn DevOps, Kubernetes & AWS — Simplified
By KP | TZoneLabs | DevOps & Cloud Engineering During a traffic spike, every app server started throwing the same generic message: ETIMEDOUT. Nothing named the database. Nothing named the connection pool. So for the first hour, we debugged the network, the load balancer, and the application code, in that order, before anyone checked how … Read more
Kubernetes pod eviction silently killed 60% of our production pods. Learn how QoS classes work, how to find at-risk pods, and how to fix and enforce resource requests permanently.
By KP | TZoneLabs | DevOps & Cloud Engineering Here is something nobody tells you when you start in DevOps: the error message is almost never the problem. It is just the messenger. A pod crashes — you blame the application. An API times out — you blame the network. A deployment fails — you … Read more
By KP | TZoneLabs | DevOps & Cloud Engineering We were in the middle of a production scaling event when everything went quiet — in the worst way possible. No crash. No alert. No obvious Kubernetes error. Just pods stuck in Pending, GitHub Actions deployment jobs timing out, and the entire team staring at dashboards … Read more