k8slive-debugging

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Iterative debugging workflow for fixing issues on a running cluster

kagenti By kagenti schedule Updated 2/18/2026

name: k8s:live-debugging description: Iterative debugging workflow for fixing issues on a running cluster

Live Cluster Debugging Workflow

Iterative debugging workflow for fixing issues on a running HyperShift cluster.

Context-Safe Execution (MANDATORY)

All kubectl/oc commands MUST redirect output to files. Live debugging generates the most context pollution because of iterative check-fix-recheck loops.

export LOG_DIR=/tmp/kagenti/k8s/${CLUSTER:-local}
mkdir -p $LOG_DIR

# Every kubectl command → redirect to file
kubectl <command> > $LOG_DIR/<name>.log 2>&1 && echo "OK" || echo "FAIL"

# Analyze in subagent: Task(subagent_type='Explore') to read log files
# Use subagents for BOTH failure analysis AND verifying expected behavior

Table of Contents

Overview

When tests fail on a deployed cluster, use this workflow to:

  1. Diagnose the root cause
  2. Make targeted fixes
  3. Verify the fix without full redeployment

Prerequisites

# Set the kubeconfig for your cluster
export KUBECONFIG=~/clusters/hcp/kagenti-hypershift-custom-<suffix>/auth/kubeconfig

# Verify connection
kubectl get nodes

Workflow

1. Check Test Results

# View test results XML
cat test-results/e2e-results.xml

# Or re-run failing test with verbose output
pytest kagenti/tests/e2e/common/test_mlflow_traces.py -v -s

2. Check Pod Status

# Get all pods in relevant namespace
kubectl get pods -n kagenti-system

# Check specific component
kubectl get pods -n kagenti-system -l app=otel-collector

# Describe problematic pod
kubectl describe pod -n kagenti-system <pod-name>

3. Check Logs

# Get recent logs
kubectl logs -n kagenti-system deployment/otel-collector --tail=100

# Stream logs in real-time
kubectl logs -n kagenti-system deployment/otel-collector -f

# Filter for errors
kubectl logs -n kagenti-system deployment/otel-collector --tail=200 | grep -iE "(error|fail|403|401)"

4. Check Configuration

# View ConfigMap contents
kubectl get configmap otel-collector-config -n kagenti-system -o yaml

# Check Secret contents (decoded)
kubectl get secret mlflow-oauth-secret -n kagenti-system -o jsonpath='{.data.OIDC_CLIENT_ID}' | base64 -d

# View rendered Helm values
helm get values kagenti-deps -n kagenti-system > /tmp/kagenti-deps-values.yaml
cat /tmp/kagenti-deps-values.yaml

5. Check Authorization

# View AuthorizationPolicy
kubectl get authorizationpolicy -n kagenti-system -o yaml

# Check waypoint proxy
kubectl get gateway -n kagenti-system

# Check service labels
kubectl get svc mlflow -n kagenti-system -o yaml | grep -A5 labels

6. Make Chart Changes

# Edit the chart template
vim charts/kagenti-deps/templates/otel-collector.yaml

# Apply the change
helm upgrade kagenti-deps charts/kagenti-deps -n kagenti-system \
  -f /tmp/kagenti-deps-values.yaml

7. Restart Affected Pods

# Rollout restart to pick up ConfigMap changes
kubectl rollout restart deployment/otel-collector -n kagenti-system

# Wait for rollout to complete
kubectl rollout status deployment/otel-collector -n kagenti-system --timeout=60s

8. Generate Test Data

# Get route to weather service
ROUTE_HOST=$(kubectl get route weather-service -n team1 -o jsonpath='{.spec.host}')

# Send test request
curl -sk -X POST "https://$ROUTE_HOST/" \
  -H "Content-Type: application/json" \
  -d '{"jsonrpc":"2.0","id":1,"method":"message/send","params":{"message":{"messageId":"test-123","parts":[{"kind":"text","text":"What is the weather?"}],"role":"user"}}}'

9. Verify Fix

# Check logs after test request
kubectl logs -n kagenti-system deployment/otel-collector --tail=50

# Run the specific failing test
pytest kagenti/tests/e2e/common/test_mlflow_traces.py::test_mlflow_has_traces -v

Common Debugging Scenarios

OAuth/Authentication Issues

# Check if OAuth extension started
kubectl logs -n kagenti-system deployment/otel-collector | grep oauth2client

# Test token acquisition
KEYCLOAK_HOST=$(kubectl get route keycloak -n keycloak -o jsonpath='{.spec.host}')
CLIENT_ID=$(kubectl get secret mlflow-oauth-secret -n kagenti-system -o jsonpath='{.data.OIDC_CLIENT_ID}' | base64 -d)
CLIENT_SECRET=$(kubectl get secret mlflow-oauth-secret -n kagenti-system -o jsonpath='{.data.OIDC_CLIENT_SECRET}' | base64 -d)

curl -sk -X POST "https://$KEYCLOAK_HOST/realms/master/protocol/openid-connect/token" \
  -d "grant_type=client_credentials" \
  -d "client_id=$CLIENT_ID" \
  -d "client_secret=$CLIENT_SECRET"

Mesh/Istio Issues

# Check Istiod logs for authorization warnings
kubectl logs -n istio-system deployment/istiod --tail=100 | grep -i authorization

# Check if pods are in ambient mode
kubectl get pod -n kagenti-system -l app=otel-collector -o jsonpath='{.items[0].metadata.annotations}'

# Verify trust domain
kubectl get configmap istio -n istio-system -o jsonpath='{.data.mesh}' | grep trustDomain

Trace Export Issues

# Add debug exporter to pipeline (in otel-collector.yaml)
# exporters: [ debug, otlphttp/mlflow ]

# Check debug output for traces
kubectl logs -n kagenti-system deployment/otel-collector | grep "Span #"

# Check for export errors
kubectl logs -n kagenti-system deployment/otel-collector | grep -i "drop\|error\|fail"

Environment Variable Quick Reference

# Weather service check
kubectl get pod -n team1 -l app=weather-service -o jsonpath='{.items[0].spec.containers[0].env}' | jq

# OTEL collector environment
kubectl get pod -n kagenti-system -l app=otel-collector -o jsonpath='{.items[0].spec.containers[0].env}' | jq

Useful One-Liners

# Get all routes
kubectl get routes -A

# Check all deployments ready
kubectl get deployments -n kagenti-system

# Watch pod status
watch kubectl get pods -n kagenti-system

# Quick port-forward for testing
kubectl port-forward -n kagenti-system svc/mlflow 5000:5000

After Debugging

Once the fix is verified:

  1. Run full test suite: pytest kagenti/tests/e2e/ -v
  2. Commit changes: git add -A && git commit -m "fix: <description>"
  3. Document findings: Update relevant skills or CLAUDE.md

Related Skills

  • tdd:hypershift
  • testing:kubectl-debugging
Install via CLI
npx skills add https://github.com/kagenti/kagenti --skill k8slive-debugging
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