Technology

AWS Development & Consulting Services — Cloud-Native Engineering at Scale

AWS architecture, migration, and platform engineering — multi-account governance, well-architected workloads, Terraform IaC, and the operational discipline production demands.

What we build with AWS

  • Multi-account governance with AWS Organizations, Control Tower, IAM Identity Center, and SCPs
  • Landing zone design with baseline IAM, networking, logging, and security guardrails
  • Compute: EC2, ECS / Fargate, EKS, Lambda — picked per workload, not per ideology
  • Networking: VPC, Transit Gateway, PrivateLink, Route 53, CloudFront, and hybrid connectivity
  • Data services: RDS, Aurora, DynamoDB, S3, Redshift, OpenSearch, Timestream
  • Security: IAM least-privilege, KMS, GuardDuty, Security Hub, Inspector, Macie, and CMK-everywhere
  • Compliance: SOC 2, HIPAA, PCI, ISO 27001, FedRAMP-aware controls
  • Infrastructure as code with Terraform (multi-cloud), CDK, or CloudFormation / SAM
  • FinOps: right-sizing, Savings Plans, Spot strategy, Graviton migration, S3 lifecycle tiering
  • AI / ML on AWS: Bedrock (Anthropic, Cohere, Meta), SageMaker, and managed vector stores
  • Observability with CloudWatch, OpenTelemetry, X-Ray, and Container Insights
  • Disaster recovery patterns: pilot light, warm standby, and multi-region active-active where justified
  • CI/CD with GitHub Actions, CodePipeline, or GitLab — OIDC into AWS, no static credentials
  • Migration patterns: lift-and-shift, re-platform, and re-architect — risk-managed cutover plans

Why DiveScale

Built by engineers who ship AWS in production

DiveScale is an AWS-native engineering team. We architect, migrate, and operate workloads with the well-architected discipline — operational excellence, security, reliability, performance, sustainability, and cost — built into every decision, not bolted on at audit time.

We standardize on Infrastructure as Code from day one. Terraform for multi-cloud and most production estates; CDK / CloudFormation / SAM for AWS-only patterns where they fit. Never click-ops, never untracked. Drift gets detected before it becomes an incident.

Our multi-account governance approach starts with AWS Organizations, Control Tower, IAM Identity Center, and SCPs. Baseline stacks (networking, logging, security baselines) deploy via StackSets driven by OUs, with auto-deploy on new accounts. Workloads land in their own accounts with clear blast-radius limits.

We keep the AWS bill in check. Right-sized instances, Savings Plans and Spot strategy, ARM / Graviton migration where compatible, S3 lifecycle tiering, idle-resource reaping, and observability that makes cost a per-service line item — not a quarterly surprise. We share monthly FinOps reports during engagements.

On the AI side, AWS Bedrock is now first-class for production AI workloads — Anthropic Claude, Cohere, Meta Llama, and others available with HIPAA-eligible and SOC 2-aligned configurations. We deploy production Bedrock integrations end to end, with the IAM scoping and VPC isolation regulated workloads require.

And we are honest about migrations. Lift-and-shift is rarely the right end state — but it can be the right intermediate step. We propose the staged migration plan (often lift, then re-platform, then re-architect) that lands business value early without committing to a multi-year rewrite up front.

AWS use cases we deliver

Cloud migration to AWS

Lift-and-shift, re-platform, or re-architect from on-prem or another cloud — with a risk-managed cutover plan, parallel testing, and measurable cost / reliability wins.

AWS landing zone & platform engineering

Multi-account governance, baseline networking, IAM Identity Center, logging aggregation, and developer self-service for new accounts and workloads.

Well-Architected reviews

Formal WAR reviews with prioritized remediation across operational excellence, security, reliability, performance efficiency, cost optimization, and sustainability.

Serverless architectures

Lambda, API Gateway, Step Functions, EventBridge, SQS, and Kinesis architectures — built with SAM, CDK, or Terraform.

Kubernetes on AWS (EKS)

EKS clusters with IAM Roles for Service Accounts, Karpenter, GitOps (Argo CD), and observability for production multi-team workloads.

Containers on ECS / Fargate

ECS-based platforms for teams who want containers without Kubernetes complexity — with proper IAM task roles, blue / green deploys, and cost-aware capacity providers.

Data platforms on AWS

Lakehouses on S3 + Athena / Iceberg / Glue, warehouses on Redshift, transactional databases on RDS / Aurora — with orchestration on Step Functions or Airflow on MWAA.

AI / ML on AWS

Bedrock for hosted LLMs, SageMaker for custom ML, OpenSearch or Aurora pgvector for vector stores — with the IAM scoping and VPC isolation regulated workloads require.

AWS cost optimization

Right-sizing, Savings Plans, Spot strategy, Graviton migration, and S3 tiering — with measurable monthly savings reported back to finance.

AWS security & compliance

SOC 2, HIPAA, PCI, and ISO 27001-aligned controls — Security Hub, GuardDuty, Inspector, Macie wired in with actionable alerting (not noise).

Disaster recovery

Pilot light, warm standby, or multi-region active-active patterns — designed against measured RTO / RPO targets, with regular failover drills.

AWS account takeover & cleanup

Inherit an unmanaged AWS estate, IaC-import what we can, kill drift, rationalize the fleet, and lay a path to managed governance.

How we deliver

Our AWS delivery process

  1. 01

    Audit & landing zone

    Assess current AWS estate, design the target landing zone, and lay multi-account governance with Organizations, Control Tower, IAM Identity Center, and SCPs.

  2. 02

    IaC the foundation

    Terraform or CDK for everything — networking, IAM, baseline services. CI/CD wired with OIDC into AWS before any workload moves.

  3. 03

    Migrate or build

    Risk-managed cutover plans, blue / green deployments, and explicit rollback paths for every change. Workloads move (or get built) incrementally.

  4. 04

    Harden + observe

    Security Hub baselines, GuardDuty, Inspector, OpenTelemetry traces, CloudWatch alarms wired to on-call, and runbooks documented before launch.

  5. 05

    Optimize cost

    Right-sizing review, Savings Plans, Spot, Graviton migration, and S3 lifecycle tiering — with monthly FinOps reports.

  6. 06

    Operate or hand off

    Ongoing platform engineering with on-call, or hand off to your team with runbooks, IaC, and observability they can extend.

AWS — Frequently Asked Questions

Yes — DiveScale operates as an AWS partner-aligned engineering team. We have shipped production AWS workloads across regulated industries (healthcare, fintech, hospitality, veterinary) and routinely run well-architected reviews.

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