Pod Lifecycle and Probes#

Understanding how Kubernetes starts, monitors, and stops pods is essential for running reliable services. Misconfigurations here cause cascading failures, dropped requests, and restart loops that are difficult to diagnose.

Pod Startup Sequence#

When a pod is scheduled, this is the exact order of operations:

1. Init containers run sequentially. Each must exit 0 before the next starts.
2. All regular containers start simultaneously.
3. postStart hooks fire (in parallel with the container’s main process).
4. Startup probe begins checking (if defined).
5. Once the startup probe passes, liveness and readiness probes begin.

Init Containers#

Init containers run before your application containers and are used for setup tasks: waiting for a dependency, running database migrations, cloning config from a remote source.

What Synthetic Monitoring Is#

Synthetic monitoring means actively probing your services on a schedule rather than waiting for users to report problems. Instead of relying on internal health checks or real user traffic to detect issues, you send controlled requests and measure the results. The fundamental question it answers is: “Is my service reachable and responding correctly right now?”

This is distinct from real user monitoring (RUM), which observes actual user interactions. Synthetic probes run 24/7 regardless of traffic volume, so they catch outages at 3 AM when no users are active. They provide consistent, repeatable measurements that are easy to alert on. The tradeoff is that synthetic probes test a narrow, predefined path – they do not capture the full range of user experience.