Serverless has expanded beyond “just Lambda” into a spectrum that now includes edge functions, durable serverless primitives, and improved cold-start mitigations. That makes the decision about whether to put part—or...

Local microservice stacks are great for testing interactions, but slow image builds and noisy file-syncing can turn your inner loop into a drag. Two modern Compose-era features give you high...

Cloud bills can feel like background music — easy to ignore until the tempo suddenly doubles. For many teams the culprit isn’t exotic services or mysterious egress fees; it’s the...

GitOps with GitHub Actions and Kubernetes: a practical pattern for safe, automated deployments

Continuous deployment to Kubernetes is easier and safer when you combine GitHub Actions for CI with a GitOps CD engine (Argo CD or Flux) and progressive-delivery tools like Argo Rollouts....

CI/CD Kubernetes

Carbon-aware automation: shifting DevOps decisions to cut cloud carbon

Cloud-scale software teams increasingly treat sustainability as an engineering concern that belongs in CI/CD pipelines and schedulers, not just in corporate reports. This article describes the practical automation patterns behind...

Sustainability Automation

Build your first Terraform module from scratch: a practical, modern guide

Writing a Terraform module for the first time can feel like composing a song: a few clear chords (resources) and a steady rhythm (inputs/outputs) come together to make something repeatable...

IaC Terraform

Serverless 101: Deploying Your First AWS Lambda Function

Serverless can feel like magic: you write a tiny piece of code, hand it to the cloud, and it runs when something happens—no servers to babysit, no operating-system updates to...

Serverless AWS

Retrieval-Augmented Log Analysis: Making LLMs Practical for Early Infrastructure Issue Detection

Log data has always been the raw material of reliability engineering: noisy, high-volume, semi-structured records that hide the earliest signs of trouble. Recent work and product launches show a clear...

AI Observability