google-agents-cli-scaffold
Project scaffolding, deployment configuration, and CI/CD setup for Google ADK agents.
alerting-dashboard-builder
Creates SLO-based alerts and operational dashboards with key charts, alert thresholds, and runbook links. Use for "alerting", "dashboards", "SLO", or "monitoring".
Full skill instructions
Build effective alerts and dashboards based on SLOs.
slos:
- name: api_availability
objective: 99.9%
window: 30d
sli: |
sum(rate(http_requests_total{status_code!~"5.."}[5m])) /
sum(rate(http_requests_total[5m]))
- name: api_latency
objective: 95% # 95% of requests under 500ms
window: 30d
sli: |
histogram_quantile(0.95,
rate(http_request_duration_seconds_bucket[5m])
) < 0.5
groups:
- name: slo_alerts
rules:
# Fast burn (1% budget in 1h)
- alert: AvailabilitySLOFastBurn
expr: |
(1 - (sum(rate(http_requests_total{status_code!~"5.."}[1h])) /
sum(rate(http_requests_total[1h])))) > 0.01
for: 5m
labels:
severity: critical
annotations:
summary: "Burning 1% error budget per hour"
runbook: "https://runbooks.example.com/availability-fast-burn"
# Slow burn (10% budget in 24h)
- alert: AvailabilitySLOSlowBurn
expr: |
(1 - (sum(rate(http_requests_total{status_code!~"5.."}[24h])) /
sum(rate(http_requests_total[24h])))) > 0.001
for: 1h
labels:
severity: warning
annotations:
summary: "Burning error budget slowly"
{
"title": "Service Health Dashboard",
"rows": [
{
"title": "Golden Signals",
"panels": [
{
"title": "Request Rate",
"query": "sum(rate(http_requests_total[5m]))",
"type": "graph"
},
{
"title": "Error Rate",
"query": "sum(rate(http_requests_total{status_code=~"5.."}[5m]))",
"type": "graph"
},
{
"title": "Latency (p50, p95, p99)",
"queries": [
"histogram_quantile(0.50, rate(http_request_duration_seconds_bucket[5m]))",
"histogram_quantile(0.95, rate(http_request_duration_seconds_bucket[5m]))",
"histogram_quantile(0.99, rate(http_request_duration_seconds_bucket[5m]))"
]
},
{
"title": "Saturation (CPU, Memory)",
"queries": [
"rate(process_cpu_seconds_total[5m])",
"process_resident_memory_bytes"
]
}
]
},
{
"title": "SLO Tracking",
"panels": [
{
"title": "Error Budget Remaining",
"query": "1 - ((1 - 0.999) - (1 - slo_availability))"
}
]
}
]
}
# Alert Response Guide
## HighErrorRate
**What it means:** More than 5% of requests are failing
**First steps:**
1. Check recent deployments (rollback if needed)
2. Review error logs for patterns
3. Check dependent services health
4. Verify database connectivity
**Escalation:** If not resolved in 15 min, page on-call lead
## HighLatency
**What it means:** p95 latency above 2 seconds
**First steps:**
1. Check database query performance
2. Review recent code changes
3. Check cache hit rates
4. Look for slow external API calls
**Temporary mitigation:**
- Scale up instances
- Enable aggressive caching
## LowAvailability
**What it means:** Availability below 99.5%
**First steps:**
1. Check infrastructure (AWS status page)
2. Review load balancer health checks
3. Check for DDoS activity
4. Verify auto-scaling functioning
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