xiaohongshu
xiaohongshu
cloud-architecture
Design cloud-native architectures with service selection and cost optimization
Full skill instructions
Design cloud infrastructure architectures with appropriate service selection, cost optimization, and deployment strategies across AWS, Azure, and GCP.
| Parameter | Type | Required | Validation | Default |
|---|---|---|---|---|
workload | string | ✅ | min: 30 chars | - |
provider | enum | ⚪ | aws|azure|gcp|multi | aws |
requirements | object | ⚪ | valid JSON | {} |
budget_tier | enum | ⚪ | startup|growth|enterprise | growth |
architecture_type | enum | ⚪ | serverless|containers|vms|hybrid | containers |
Requirements Schema:
{
"availability": "99.9%",
"latency_ms": 100,
"monthly_budget_usd": 5000
}
┌──────────────────────────────────────────────────────────┐
│ 1. VALIDATE: Check workload and requirements │
│ 2. ANALYZE: Workload characteristics │
│ 3. SELECT: Cloud services for each component │
│ 4. DESIGN: Architecture diagram │
│ 5. ESTIMATE: Cost projection │
│ 6. OPTIMIZE: Apply cost/performance optimizations │
│ 7. DOCUMENT: Return architecture with IaC snippets │
└──────────────────────────────────────────────────────────┘
| Error | Retry | Backoff | Max Attempts |
|---|---|---|---|
PROVIDER_ERROR | Yes | 2s, 4s | 3 |
COST_CALC_ERROR | Yes | 1s | 2 |
VALIDATION_ERROR | No | - | 1 |
log_points:
- event: design_started
level: info
data: [provider, architecture_type]
- event: cost_estimate_complete
level: info
data: [monthly_estimate_usd, services_count]
- event: optimization_applied
level: info
data: [optimization_type, savings_percent]
metrics:
- name: architectures_designed
type: counter
labels: [provider]
- name: design_time_ms
type: histogram
- name: estimated_monthly_cost
type: gauge
| Error Code | Description | Recovery |
|---|---|---|
E201 | Invalid provider | Show supported providers |
E202 | Budget exceeded | Suggest lower-cost alternatives |
E203 | Conflicting requirements | Highlight trade-offs |
E204 | Service not available in region | Suggest alternatives |
test_cases:
- name: "Web app on AWS"
input:
workload: "E-commerce web application with 10K daily users"
provider: "aws"
architecture_type: "containers"
expected:
has_services: true
has_diagram: true
has_cost_estimate: true
services_include: ["ECS", "RDS", "CloudFront"]
- name: "Serverless API"
input:
workload: "RESTful API with variable traffic"
provider: "aws"
architecture_type: "serverless"
expected:
services_include: ["Lambda", "API Gateway", "DynamoDB"]
- name: "Budget exceeded"
input:
workload: "Enterprise data warehouse"
requirements: { "monthly_budget_usd": 100 }
expected:
warning: "budget_exceeded"
has_alternatives: true
| Symptom | Root Cause | Resolution |
|---|---|---|
| High cost estimate | Wrong service tier | Right-size, use reserved |
| Single point of failure | Missing HA design | Add multi-AZ, redundancy |
| Vendor lock-in warning | Proprietary services | Use portable alternatives |
□ Is provider selection appropriate?
□ Are availability requirements met?
□ Is cost within budget?
□ Are all components connected?
□ Is IaC syntax valid?
| Component | AWS | Azure | GCP |
|---|---|---|---|
| Compute | ECS/Lambda | AKS/Functions | GKE/Cloud Functions |
| Database | RDS/Aurora | SQL Database | Cloud SQL |
| Storage | S3 | Blob Storage | Cloud Storage |
| Cache | ElastiCache | Cache for Redis | Memorystore |
| Component | Trigger | Data Flow |
|---|---|---|
| Agent 04 | Design request | Receives workload, returns architecture |
| Agent 05 | Security review | Provides security requirements |
| Version | Date | Changes |
|---|---|---|
| 2.0.0 | 2025-01 | Production-grade: multi-cloud, cost estimation, IaC |
| 1.0.0 | 2024-12 | Initial release |
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