Container tooling is no longer about Docker vs anything. It is about picking the right managed platform for your workload shape.
Cloud Run / App Runner
Simplest. HTTP workloads, scale to zero, no cluster management. Start here for most teams.
ECS Fargate
AWS-native, pay per task, no cluster management. Good for AWS shops not ready for Kubernetes.
EKS/GKE
Full Kubernetes. Worth it at scale or when you need Kubernetes ecosystem features. See K8s guide.
When Not To Container
Lambda/functions for event-driven. VMs for stateful workloads that don't benefit from isolation.
Who This Is For
- Infrastructure and platform engineering teams
- SREs responsible for uptime and cost at scale
- Engineering leaders choosing between build and buy
Common Mistakes
- Multi-cloud complexity without a concrete business need
- Ignoring FinOps until the bill becomes a board-level issue
- Treating cloud as a data center rather than a platform
Business Impact
- 25-40% cloud cost reduction with zero performance loss
- Multi-region resilience without multi-cloud tax
- Platform that scales independently of headcount
Frequently Asked Questions
Docker in production still?
Docker is the image spec. Docker Inc the tool is optional. Buildkit, Podman, etc. work fine.
Helm or raw YAML?
Helm for reusable charts. Kustomize for environment overlays. Both are fine.
ARM vs x86?
ARM is 20-40% cheaper on major clouds and well-supported. Default to ARM where possible.
Why AIM Tech AI
- Custom-built systems, not templates or off-the-shelf wrappers
- AI + backend + cloud + infrastructure expertise in one team
- Built for production scale, not demo-day experiments
- Beverly Hills, California — serving clients worldwide
Build Systems, Not Experiments
AIM Tech AI designs and ships AI, cloud, and custom software systems for companies ready to turn technology into real business advantage.
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