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Design cloud-native architectures with service selection and cost optimization

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SKILL.md

name cloud-architecture
description Design cloud-native architectures with service selection and cost optimization
version 2.0.0
sasmp_version 1.3.0
bonded_agent 04-cloud-architecture
bond_type PRIMARY_BOND
last_updated 2025-01

Cloud Architecture Skill

Purpose

Design cloud infrastructure architectures with appropriate service selection, cost optimization, and deployment strategies across AWS, Azure, and GCP.


Parameters

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
}

Execution Flow

┌──────────────────────────────────────────────────────────┐
│ 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        │
└──────────────────────────────────────────────────────────┘

Retry Logic

Error Retry Backoff Max Attempts
PROVIDER_ERROR Yes 2s, 4s 3
COST_CALC_ERROR Yes 1s 2
VALIDATION_ERROR No - 1

Logging & Observability

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 Handling

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

Unit Test Template

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

Troubleshooting

Common Issues

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

Debug Checklist

□ Is provider selection appropriate?
□ Are availability requirements met?
□ Is cost within budget?
□ Are all components connected?
□ Is IaC syntax valid?

Service Quick Reference

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

Integration

Component Trigger Data Flow
Agent 04 Design request Receives workload, returns architecture
Agent 05 Security review Provides security requirements

Quality Standards

  • Cost-aware: Always include estimates
  • HA by default: Multi-AZ unless specified
  • IaC-ready: Include Terraform/CloudFormation snippets

Version History

Version Date Changes
2.0.0 2025-01 Production-grade: multi-cloud, cost estimation, IaC
1.0.0 2024-12 Initial release