Write your first reusable Terraform module: a simple S3 static-website example

Writing your first Terraform module is like learning a new song: you start with a simple melody, learn the chords, then compose variations that fit different keys. For infrastructure, that...

IaC Terraform

Speeding up your local Kubernetes loop with kind and Minikube

Iterating fast on a Kubernetes workload means shrinking the time between “I changed code” and “I can test that change in a cluster.” Today both kind (Kubernetes IN Docker) and...

Kubernetes Local Development

Cloud cost optimization for beginners: Stop wasting money on idle resources

Cloud bills climb quietly. One of the easiest wins for beginners is hunting down idle resources — compute, storage, and network bits that are running (and billed) but doing nothing...

Cloud Sustainability

Streaming embeddings for early detection of infrastructure log anomalies

Infrastructure logs are a noisy, high-volume signal. Modern systems produce millions of lines per hour across services, containers, and hardware — and buried inside those lines are early indicators of...

AI Observability

Locking the Conveyor Belt: Secrets, Scanning, and Signed Artifacts in CI/CD

The CI/CD pipeline is the software world’s conveyor belt: it moves bits from source to production, and problems that start early can travel fast and wide. Two fragile spots on...

Security CI/CD

Build your first Terraform module: a secure, reusable S3 bucket

Writing your first Terraform module is a great way to turn repeating infrastructure patterns into a single, well-scoped unit you can reuse, test, and version. For many teams, a secure...

IaC Terraform

Choosing between App-of-Apps and ApplicationSet for Argo CD GitOps

GitOps with Argo CD scales along two common patterns: the App-of-Apps (a root Application that manages child Application objects) and the ApplicationSet controller (a declarative template plus generators that produce...

GitOps Kubernetes

Designing golden paths for developers with Backstage’s revamped Scaffolder

Golden paths are the company-approved routes that let developers create, operate, and ship software without repeatedly wrestling with platform decisions. When executed well they feel like a well-marked trail through...

Platform Productivity