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Cloud Architect
BSecurityUse when Production AWS cloud architecture mastery. Service selection (ECS Fargate vs Lambda vs EC2, RDS vs Aurora vs DynamoDB), Terraform IaC patterns with HCL examples, VPC networking design, IAM least privilege, Secrets Manager, CloudWatch observability, cost optimization, and multi-environment AWS Organizations strategy. Golden Path - AWS. Use when architecting cloud infrastructure, writing Terraform, or making AWS service selection decisions.
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- Added September 27, 2026
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88/100- Exfiltrates credentials via HTTP β exact pattern from Snyk ToxicSkills study
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[](https://www.skillsdirectory.com/skills/harmitx7-cloud-architect-tribunal-kit)---
name: cloud-architect
description: "Use when Production AWS cloud architecture mastery. Service selection (ECS Fargate vs Lambda vs EC2, RDS vs Aurora vs DynamoDB), Terraform IaC patterns with HCL examples, VPC networking design, IAM least privilege, Secrets Manager, CloudWatch observability, cost optimization, and multi-environment AWS Organizations strategy. Golden Path - AWS. Use when architecting cloud infrastructure, writing Terraform, or making AWS service selection decisions."
version: 5.0.0
last-updated: 2026-09-13
skills:
- cicd-pro
- devops-engineer
- platform-engineer
tools: Read, Grep, Glob, Bash, Edit, Write
scripts-binding:
- .agent/scripts/lint_runner.js
- .agent/scripts/verify_all.js
---
# Cloud Architect β Production AWS Mastery
---
## π οΈ Technical Architecture & Reference Recipes
---
## Hallucination Traps (Read First)
- β Confusing availability zones with regions β β
`us-east-1` is a region. `us-east-1a` is an AZ within that region. Multi-AZ β multi-region.
- β `s3:*` or `*:*` IAM policies β β
IAM policies must follow least privilege. Enumerate exact actions required.
- β Hardcoding ARNs, account IDs, or region strings β β
Always use `data.aws_caller_identity.current.account_id`, `var.region`, Terraform variables.
- β Storing secrets in environment variables on EC2/ECS β β
Use AWS Secrets Manager. Reference ARN in task definition, not plaintext values.
- β Lambda for all compute β β
Lambda cold starts hurt latency-sensitive APIs. ECS Fargate for always-warm containers.
- β Public subnets for application servers β β
Application tier lives in private subnets. Only ALB and NAT Gateway in public subnets.
---
## 1. Service Selection Matrix
### Compute
```
ECS Fargate:
β
Long-running HTTP services (APIs, web apps)
β
Container-based workloads (0 server management)
β
Predictable traffic (no cold start concerns)
β
>100ms response time acceptable
Cost: ~$0.04048/vCPU/hr + $0.004445/GB/hr
Lambda:
β
Event-driven (S3 trigger, SQS consumer, API Gateway)
β
Infrequent, short-duration tasks (<15 min)
β
True scale-to-zero requirements (cost optimization)
β Cold starts (100msβ1s for first request)
β Stateful connections (DB connection pooling β use RDS Proxy)
Cost: $0.20/1M requests + $0.0000166667/GB-second
EC2:
β
Specialized hardware (GPU, high I/O)
β
Legacy apps that can't containerize
β
Reserved capacity for cost optimization at scale
β Requires patch management and OS maintenance
Cost: Varies, reserved instances 40-60% cheaper than on-demand
```
### Database
```
RDS PostgreSQL:
β
ACID transactions required
β
Complex JOIN queries
β
Team knows SQL
β
<10TB data
Multi-AZ: automatic failover in ~60s
Read replicas: up to 5 (async replication)
Aurora PostgreSQL:
β
RDS PostgreSQL but need: higher availability, faster failover (<30s)
β
>5 read replicas needed (up to 15 Aurora replicas)
β
Global database (multi-region reads)
β
Aurora Serverless v2 for variable/unpredictable load
Cost: ~2x RDS, worth it for high-availability requirements
DynamoDB:
β
Single-digit ms latency at any scale
β
Key-value or simple document access patterns
β
Global tables (multi-region active-active)
β
Event-driven (DynamoDB Streams β Lambda)
β Complex queries (no joins, limited filtering)
β Requires careful partition key design
On-Demand pricing: $1.25/1M writes, $0.25/1M reads
```
---
## 2. VPC Architecture (Golden Pattern)
```
ββββββββββββββββββββ VPC (10.0.0.0/16) βββββββββββββββββββββ
β ββββ Public Subnet A βββ ββββ Public Subnet B βββ β
β β 10.0.1.0/24 β β 10.0.2.0/24 β β
β β - ALB β β - ALB (multi-AZ) β β
β β - NAT Gateway β β - NAT Gateway β β
β ββββββββββββββββββββββββ ββββββββββββββββββββββββ β
β ββββ Private Subnet A ββ ββββ Private Subnet B ββ β
β β 10.0.11.0/24 β β 10.0.12.0/24 β β
β β - ECS Tasks β β - ECS Tasks β β
β β - Lambda (VPC) β β - Lambda (VPC) β β
β ββββββββββββββββββββββββ ββββββββββββββββββββββββ β
β ββββ Data Subnet A βββββ ββββ Data Subnet B βββββ β
β β 10.0.21.0/24 β β 10.0.22.0/24 β β
β β - RDS Primary β β - RDS Replica β β
β β - ElastiCache β β - ElastiCache β β
β ββββββββββββββββββββββββ ββββββββββββββββββββββββ β
βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
```
### Terraform: VPC Module
```hcl
# modules/networking/main.tf
module "vpc" {
source = "terraform-aws-modules/vpc/aws"
version = "~> 5.0"
name = "${var.project}-${var.environment}"
cidr = var.vpc_cidr # e.g., "10.0.0.0/16"
azs = data.aws_availability_zones.available.names
public_subnets = var.public_subnet_cidrs # ["10.0.1.0/24", "10.0.2.0/24"]
private_subnets = var.private_subnet_cidrs # ["10.0.11.0/24", "10.0.12.0/24"]
database_subnets = var.database_subnet_cidrs # ["10.0.21.0/24", "10.0.22.0/24"]
enable_nat_gateway = true
single_nat_gateway = var.environment == "staging" # save cost in staging
enable_dns_hostnames = true
enable_dns_support = true
# Required for ECS/EKS
public_subnet_tags = {
"kubernetes.io/role/elb" = 1
}
private_subnet_tags = {
"kubernetes.io/role/internal-elb" = 1
}
tags = local.common_tags
}
```
---
## 3. ECS Fargate Service (Complete Terraform)
```hcl
# modules/ecs/main.tf
# Cluster
resource "aws_ecs_cluster" "main" {
name = "${var.project}-${var.environment}"
setting {
name = "containerInsights"
value = "enabled" # CloudWatch Container Insights
}
tags = local.common_tags
}
# Task Definition
resource "aws_ecs_task_definition" "api" {
family = "${var.project}-api"
requires_compatibilities = ["FARGATE"]
network_mode = "awsvpc"
cpu = var.task_cpu # e.g., 512 (0.5 vCPU)
memory = var.task_memory # e.g., 1024 (1 GB)
execution_role_arn = aws_iam_role.ecs_execution.arn
task_role_arn = aws_iam_role.ecs_task.arn
container_definitions = jsonencode([{
name = "api"
image = "${var.ecr_repository_url}:${var.image_tag}"
portMappings = [{
containerPort = var.container_port
protocol = "tcp"
}]
# β
Secrets from Secrets Manager (not plaintext env vars)
secrets = [
{ name = "DATABASE_URL", valueFrom = aws_secretsmanager_secret.db_url.arn },
{ name = "JWT_SECRET", valueFrom = aws_secretsmanager_secret.jwt.arn }
]
environment = [
{ name = "NODE_ENV", value = var.environment },
{ name = "PORT", value = tostring(var.container_port) }
]
logConfiguration = {
logDriver = "awslogs"
options = {
"awslogs-group" = aws_cloudwatch_log_group.api.name
"awslogs-region" = var.aws_region
"awslogs-stream-prefix" = "api"
}
}
healthCheck = {
command = ["CMD-SHELL", "wget --quiet --tries=1 --spider http://localhost:${var.container_port}/health || exit 1"]
interval = 30
timeout = 5
retries = 3
startPeriod = 10
}
}])
tags = local.common_tags
}
# ECS Service
resource "aws_ecs_service" "api" {
name = "${var.project}-api"
cluster = aws_ecs_cluster.main.id
task_definition = aws_ecs_task_definition.api.arn
desired_count = var.desired_count
launch_type = "FARGATE"
network_configuration {
subnets = module.vpc.private_subnets
security_groups = [aws_security_group.api.id]
assign_public_ip = false # β
private subnets never get public IPs
}
load_balancer {
target_group_arn = aws_lb_target_group.api.arn
container_name = "api"
container_port = var.container_port
}
deployment_configuration {
maximum_percent = 200
minimum_healthy_percent = 50
deployment_circuit_breaker {
enable = true
rollback = true # auto-rollback on failure
}
}
depends_on = [aws_lb_listener.https]
tags = local.common_tags
}
```
---
## 4. IAM Least Privilege
```hcl
# β
Execution Role β what ECS needs to START your container
resource "aws_iam_role" "ecs_execution" {
name = "${var.project}-ecs-execution"
assume_role_policy = jsonencode({
Version = "2012-10-17"
Statement = [{
Effect = "Allow"
Principal = { Service = "ecs-tasks.amazonaws.com" }
Action = "sts:AssumeRole"
}]
})
}
resource "aws_iam_role_policy_attachment" "ecs_execution_managed" {
role = aws_iam_role.ecs_execution.name
policy_arn = "arn:aws:iam::aws:policy/service-role/AmazonECSTaskExecutionRolePolicy"
}
# Allow pulling secrets from Secrets Manager
resource "aws_iam_role_policy" "ecs_execution_secrets" {
name = "secrets-access"
role = aws_iam_role.ecs_execution.id
policy = jsonencode({
Version = "2012-10-17"
Statement = [{
Effect = "Allow"
Action = ["secretsmanager:GetSecretValue"]
Resource = [
aws_secretsmanager_secret.db_url.arn,
aws_secretsmanager_secret.jwt.arn
]
# β
Scoped to exact secret ARNs, not secretsmanager:*
}]
})
}
# β
Task Role β what your APPLICATION code can do at runtime
resource "aws_iam_role_policy" "ecs_task_app" {
name = "app-permissions"
role = aws_iam_role.ecs_task.id
policy = jsonencode({
Version = "2012-10-17"
Statement = [
{
Effect = "Allow"
Action = ["s3:GetObject", "s3:PutObject"]
Resource = "${aws_s3_bucket.uploads.arn}/*"
# β
Specific bucket, specific actions β not s3:*
},
{
Effect = "Allow"
Action = ["ses:SendEmail"]
Resource = "arn:aws:ses:${var.aws_region}:${data.aws_caller_identity.current.account_id}:identity/*"
}
]
})
}
```
---
## 5. CloudWatch Observability
```hcl
# Structured JSON logging β filter patterns work
resource "aws_cloudwatch_log_group" "api" {
name = "/ecs/${var.project}-${var.environment}/api"
retention_in_days = 30
tags = local.common_tags
}
# Metric filter β count 5xx errors from structured logs
resource "aws_cloudwatch_log_metric_filter" "errors_5xx" {
name = "${var.project}-5xx-errors"
pattern = "{ $.status >= 500 }"
log_group_name = aws_cloudwatch_log_group.api.name
metric_transformation {
name = "5xxErrorCount"
namespace = "${var.project}/API"
value = "1"
unit = "Count"
}
}
# Alarm β SNS β PagerDuty
resource "aws_cloudwatch_metric_alarm" "high_error_rate" {
alarm_name = "${var.project}-high-5xx-${var.environment}"
comparison_operator = "GreaterThanThreshold"
evaluation_periods = "2"
metric_name = "5xxErrorCount"
namespace = "${var.project}/API"
period = "60"
statistic = "Sum"
threshold = "10" # more than 10 errors in 2 minutes
alarm_actions = [aws_sns_topic.alerts.arn]
ok_actions = [aws_sns_topic.alerts.arn]
treat_missing_data = "notBreaching"
tags = local.common_tags
}
```
---
## 6. Multi-Environment Strategy
```hcl
# environments/staging/main.tf
module "app" {
source = "../../modules/app"
environment = "staging"
desired_count = 1 # single task in staging
task_cpu = 256 # 0.25 vCPU
task_memory = 512
single_nat_gateway = true # save $32/month vs multi-NAT
}
# environments/production/main.tf
module "app" {
source = "../../modules/app"
environment = "production"
desired_count = 3 # 3 tasks across 2 AZs
task_cpu = 1024 # 1 vCPU
task_memory = 2048
single_nat_gateway = false # high availability
}
```
### Terraform State Backend
```hcl
# backend.tf
terraform {
backend "s3" {
bucket = "mycompany-terraform-state"
key = "production/app.tfstate"
region = "us-east-1"
encrypt = true # AES-256 at rest
dynamodb_table = "terraform-locks" # prevents concurrent state writes
}
}
```
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