Use cases

The change behind each incident — and the decision that avoids the next one.

Three of the most common Kubernetes failure questions — each with the change behind it, and a walkthrough you can open live.

CrashLoopBackOff

Why did my pod CrashLoopBackOff after a deploy?

A one-line cron change quietly crash-loops payments. See how the failure is linked to the exact commit and diff, with a root cause and a fix — not a war room.

Read the walkthrough →
OOMKilled

Find the change that caused a Kubernetes incident

An OOM nobody connected to a deploy. See how every failing workload is linked back to the change that shipped it, so the whole team starts from the same answer.

Read the walkthrough →
SHIP

Kubernetes deployment risk scoring, explained

“Safe to ship?” The score says SHIP — but the service has an active incident. See what goes into the CSC Score, and what the Engineering Advisor adds.

Read the walkthrough →

Patterns drawn from real seeded demo data. Change-to-impact correlation is generally available; the Engineering Advisor is Early Access.

What changed in your cluster today?

Connect a cluster and find out on your next deploy.