Architecture Comparison
- ECS + RDS (Recommended for most)
- EKS (Kubernetes)
- Lambda + API Gateway
- EC2 (Traditional)
Best for: Production workloads, balanced cost/complexity
- Compute: ECS Fargate (serverless containers)
- Database: RDS PostgreSQL/MySQL
- Storage: S3 for static files
- Memory: ElastiCache Redis
- Load Balancing: Application Load Balancer
- DNS: Route 53
- Monitoring: CloudWatch
Recommended: ECS Fargate Architecture
Step-by-Step Implementation
2. Create VPC & Network Infrastructure
Use Terraform or CloudFormation to create:
- VPC with public/private subnets
- NAT Gateway for outbound traffic
- Security Groups for ECS, RDS
Cost Breakdown (Monthly)
| Component | Size | Cost |
|---|---|---|
| ECS Fargate (backend) | 2x 512 CPU, 1GB RAM | $50 |
| RDS PostgreSQL | db.t3.micro | $30 |
| ElastiCache Redis | cache.t3.micro | $20 |
| Load Balancer | 1x ALB | $15 |
| Data Transfer | ~100 GB/month | $15 |
| Total | $130/month |
Security Best Practices
Secrets Management
Secrets Management
Store all secrets in AWS Secrets Manager:
Network Security
Network Security
- Security Group: Only allow port 8000 from ALB
- VPC: Place RDS in private subnet
- NAT Gateway: For outbound internet access
- VPC Flow Logs: Monitor traffic
Access Control
Access Control
- IAM roles with least privilege
- No root account usage
- Enable MFA on console login
- Use AWS SSO for team access
Monitoring & Audits
Monitoring & Audits
- CloudWatch for logs and metrics
- X-Ray for request tracing
- CloudTrail for audit logs
- GuardDuty for threat detection
Troubleshooting
Tasks not starting
Tasks not starting
High memory usage
High memory usage
- Increase task memory allocation
- Check for memory leaks in LLM calls
- Use Redis instead of SQLite for memory backend
Database connection errors
Database connection errors
- Verify RDS security group allows traffic from ECS security group
- Check database credentials in Secrets Manager
- Verify connection string format
Scaling Considerations
Horizontal Scaling
- Load Balancer distributes traffic
- Auto Scaling Group expands/shrinks
- State stored in Redis (not local)
- Supports unlimited horizontal scale
Vertical Scaling
- Increase CPU/memory per task
- Improve database instance size
- Use RDS Aurora for read replicas
- Implement query caching
Next Steps
- Customize the setup: Modify VPC CIDR, instance types, and region
- Set up CI/CD: GitHub Actions to auto-build and deploy
- Configure monitoring: CloudWatch dashboards and alarms
- Implement backup strategy: RDS automated backups, S3 versioning
- Plan scaling: Set auto-scaling policies based on metrics

