Technology ⇅	Scenario ↑	Category ⇅	Severity ⇅	Grade	w/ Schema	Tokens	Latency	Turns	Tool Calls	Schema Calls	Response
Kubernetes	API Server Latency from Admission WebhooksOur kubectl commands and pod deployments are really slow, and I suspect admission webhooks are adding latency — how do I identify which webhooks are the bottleneck and whether they're timing out?	Proactive Health	warning	—
Kubernetes	CoreDNS Performance and DNS Resolution TimeoutsMy pods are getting DNS timeout errors when trying to resolve service names or external domains — is CoreDNS overwhelmed, misconfigured, or hitting resource limits?	Incident Response	critical	—
Kubernetes	Cost Optimization and Overprovisioning AnalysisOur Kubernetes cloud bill keeps growing and I suspect we're overprovisioning — can you help me analyze our resource requests vs actual usage to find where we're wasting money on unused CPU and memory?	Cost Optimization	info	—
Kubernetes	Cross-Platform Metrics Mapping for MigrationWe're migrating from AWS EKS to Google GKE and need to understand how CloudWatch Container Insights metrics map to Cloud Monitoring — what are the equivalent metrics for CPU throttling, network traffic, and pod health checks?	Migration	info	—
Kubernetes	etcd Performance Degradation and High LatencyMy kubectl commands are timing out and the API server is super slow — I think etcd might be the bottleneck. How do I check if etcd latency is too high and what's causing it?	Incident Response	critical	—
Kubernetes	HPA Autoscaling Decision and Right-SizingI'm setting up HPA for my deployment but not sure if my pods are right-sized or if my target CPU/memory thresholds make sense — can you help me analyze whether HPA will scale effectively or if I need to adjust resource requests first?	Capacity Planning	warning	—
Kubernetes	Ingress Controller Performance Under High TrafficWe're seeing increased response times during peak traffic and I think the NGINX Ingress Controller might be overwhelmed — how do I tell if we need to scale up ingress replicas or tune the configuration?	Capacity Planning	warning	—
Kubernetes	Node NotReady Status and Kubelet FailuresOne of my Kubernetes nodes just went NotReady and pods are being rescheduled — how do I figure out if it's a kubelet issue, resource exhaustion, or network problem?	Incident Response	critical	—
Kubernetes	Persistent Volume Performance and I/O LatencyMy database pods on Kubernetes are experiencing slow query times and I suspect it's the persistent volume storage — how can I determine if the disk I/O is the bottleneck and what storage class or configuration would perform better?	Proactive Health	warning	—
Kubernetes	Pod OOMKilled and Eviction Under Memory PressureMy pods keep getting OOMKilled or evicted with 'The node was low on resource: memory' — help me figure out if this is a resource request/limit problem, node pressure issue, or QoS class misconfiguration.	Incident Response	critical	—
Kubernetes	Pod Startup Delays and ImagePullBackOffMy pods are stuck in ImagePullBackOff or taking forever to start up — is this an image registry issue, network problem, image size problem, or something with the node's image cache?	Incident Response	warning	—
Kubernetes	StatefulSet Scaling and Volume Attachment DelaysMy StatefulSet is stuck during scale-up with pods in Pending state showing 'FailedAttachVolume' or 'FailedMount' — how do I figure out if this is a CSI driver issue, volume attachment limit, or something else?	Incident Response	warning	—