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ASecurityALWAYS USE when working with Helm charts, Kubernetes deployments, kubectl commands, pod debugging, or container logs. Provides context-efficient strategies for chart development, K8s troubleshooting, and log analysis. MUST be loaded before any Helm or K8s work.
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name: helm-k8s-deployment
description: ALWAYS USE when working with Helm charts, Kubernetes deployments, kubectl commands, pod debugging, or container logs. Provides context-efficient strategies for chart development, K8s troubleshooting, and log analysis. MUST be loaded before any Helm or K8s work.
allowed-tools: Read, Grep, Glob, Bash, WebSearch
---
# Helm & Kubernetes Deployment (Research-Driven)
## Philosophy
This skill does NOT dump logs into context. Instead, it guides you to:
1. **Research** the current Helm/K8s state efficiently
2. **Extract** only relevant log lines (not full logs)
3. **Diagnose** issues with targeted commands
4. **Preserve context** by summarising rather than copying
## CRITICAL: Context-Efficient Log Analysis
**NEVER** dump full logs into context. Instead:
```bash
# ✅ GOOD: Get last 20 lines with errors only
kubectl logs <pod> --tail=20 2>&1 | grep -i "error\|fail\|exception"
# ✅ GOOD: Get events (more useful than logs for debugging)
kubectl get events --sort-by='.lastTimestamp' | tail -20
# ✅ GOOD: Check pod status first (often enough)
kubectl get pods -o wide
# ❌ BAD: Full log dump (burns context)
kubectl logs <pod>
```
## Pre-Implementation Research Protocol
### Step 1: Verify Cluster State
**ALWAYS run this first** (small output, high signal):
```bash
# Quick cluster health check
kubectl cluster-info 2>&1 | head -5
# Check namespace pods status
kubectl get pods -n <namespace> -o wide
# Recent events (usually reveals issues)
kubectl get events --sort-by='.lastTimestamp' -n <namespace> | tail -15
```
### Step 2: Helm Chart Validation (Before Deploy)
```bash
# Lint chart
helm lint charts/<chart-name>
# Dry-run template rendering
helm template charts/<chart-name> --debug 2>&1 | head -100
# Validate manifests
helm template charts/<chart-name> | kubectl apply --dry-run=client -f -
```
### Step 3: Targeted Debugging (Context-Efficient)
For pod issues, use this escalation:
1. **Status check** (no logs needed):
```bash
kubectl describe pod <pod> | grep -A 20 "Events:"
```
2. **Recent logs only**:
```bash
kubectl logs <pod> --tail=30 --since=5m
```
3. **Error extraction**:
```bash
kubectl logs <pod> 2>&1 | grep -i "error\|exception\|fatal" | tail -20
```
4. **Container-specific** (for multi-container pods):
```bash
kubectl logs <pod> -c <container> --tail=20
```
## Floe-Runtime Chart Structure
```
charts/
├── floe-runtime/ # Umbrella chart
├── floe-dagster/ # Dagster webserver/daemon
├── floe-cube/ # Cube semantic layer
└── floe-infrastructure/ # PostgreSQL, MinIO, Polaris
```
### Common Debugging Patterns
| Symptom | First Command | Not Full Logs |
|---------|--------------|---------------|
| Pod CrashLoopBackOff | `kubectl describe pod <x> \| grep -A10 Events` | Don't dump logs |
| Pod Pending | `kubectl describe pod <x> \| grep -A5 Conditions` | Check resources |
| ImagePullBackOff | `kubectl describe pod <x> \| grep -A3 Warning` | Check image name |
| Service not reachable | `kubectl get endpoints <svc>` | Check selectors |
| Helm install fails | `helm install --debug --dry-run 2>&1 \| tail -50` | Don't dump all |
## Context Injection (For Subagent Delegation)
When spawning the `docker-log-analyser` agent:
```markdown
Analyse logs for [pod-name] focusing on:
- Startup failures
- Connection errors to [service]
- Specific error: [paste only the error line, not full log]
Return ONLY:
1. Root cause (1-2 sentences)
2. Suggested fix
3. Commands to verify fix
```
## Quick Reference: Common Research Queries
**WebSearch patterns** (use when unfamiliar):
- "Helm [chart-name] values.yaml reference 2025"
- "Kubernetes [error-message] troubleshooting"
- "Dagster Helm chart configuration 2025"
## Integration with Floe Skills
| When working on... | Also consider... |
|-------------------|------------------|
| Dagster deployment | dagster-skill (for asset config) |
| Cube deployment | cube-skill (for API endpoints) |
| Polaris in K8s | polaris-skill (for catalog config) |
## Summary: Context Preservation Rules
1. **Never dump full logs** — extract error lines only
2. **Use `kubectl describe`** before `kubectl logs`
3. **Use `--tail=N`** on all log commands
4. **Delegate to docker-log-analyser agent** for deep analysis
5. **Summarise findings** rather than pasting output
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