EC2, ECS & EKS Orchestration
We architect containerised workloads on ECS Fargate for serverless containers and EKS for full Kubernetes control. EC2 with spot and reserved instances for compute-heavy workloads. Lambda for event-driven serverless functions that scale on demand.
EC2ECS FargateEKSLambdaSpot Instances
Scalable VPC Design
Multi-AZ VPC architecture with public, private, and isolated subnets, Transit Gateway for inter-account networking, and Security Groups as the first line of defence. We design AWS networking that scales cleanly as your platform grows without needing a full rearchitecture.
VPCTransit GatewaySecurity GroupsRoute 53
RDS, Aurora & Data Storage
High-availability RDS and Aurora clusters with Multi-AZ failover, read replicas, and automated backups. S3 for scalable object storage and data lakes. DynamoDB for low-latency key-value at any scale. We match the database to the workload — not the other way around.
RDSAuroraS3DynamoDBElastiCache
SageMaker & AI/ML Infrastructure
End-to-end ML infrastructure on AWS: SageMaker for model training and managed endpoints, S3-backed data lakes for training datasets, and Lambda for real-time inference at the edge. EC2 with GPU instances for compute-intensive training workloads. Built to go from experiment to production.
SageMakerS3 Data LakesLambda InferenceGPU Instances
IaC, CI/CD & Monitoring
Infrastructure as code with Terraform and CloudFormation so every environment is reproducible and version-controlled. Automated pipelines using CodePipeline and CodeBuild from commit to production. CloudWatch for comprehensive monitoring, alerting, and cost anomaly detection across all services.
TerraformCloudFormationCodePipelineCodeBuildCloudWatch
IAM & Role-based access with least-privilege policies, SCPs, and cross-account role assumptions Multi-tenant SaaS architecture — per-tenant isolation, resource tagging, and cost allocation CloudWatch dashboards & alerts tuned to your service SLAs, not generic thresholds Cost optimisation reviews with reserved instance planning, savings plans, and rightsizing