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Infrastructure Testing: Terratest, Checkov, and Validating Your Ia C
2+ hour, 10+ min ago (404+ words) Introduction Infrastructure as Code has transformed cloud management, but when a single Terraform apply can spin up hundreds of resources, testing becomes essential. This article explores Terratest for functional testing and Checkov for security scanning....
GKE's Noisy Neighbor Problem Can Be Invisible in Metrics Explorer
4+ hour, 54+ min ago (732+ words) Google Cloud's Metrics Explorer has plenty of metrics, and for most monitoring needs, it's more than enough. However, the sampling interval of those metrics can hide real problems. I once ran into a situation where an API server on Google…...
Adding API Gateway to My Cloud Resume
6+ hour, 25+ min ago (799+ words) In my previous article, I documented migrating my Cloud Resume from Click Ops to Terraform. The system worked: S3 + Cloud Front for the frontend, a Lambda Function URL for the visitor counter, Dynamo DB for persistence, and Git Hub Actions for…...
Cloud Sandbox | Cua
16+ hour, 5+ min ago (74+ words) Run Claude Code in a Cua cloud sandbox A complete script that hands off a coding task to Claude Code running inside a Cua cloud sandbox. See the Claude Code guide for more patterns like working on repositories, resuming sessions,…...
Improving on Dev Ops with Kubernetes, Helm, and Git Ops
13+ hour, 3+ min ago (1663+ words) For the past few weeks, I shifted my focus on building a three-tier application declaratively with Kubernetes, making it more configurable with Helm, and implementing Git Ops with Argo CD for automated deployments: With the added help of Prometheus and…...
How AI is getting better at finding security holes
22+ hour, 25+ min ago (1039+ words) In the past few months, AI models have gone from producing hallucinations to becoming effective at finding security flaws in software, according to developers who maintain widely used cyber infrastructure. Those pieces of software, among other things, power operating systems…...
The Kubernetes Automation'Trust Gap'No One Talks About
5+ day, 3+ hour ago (1487+ words) For platform and Dev Ops teams For ITOps leaders and sys admins For resellers and service providers The selective distrust of autonomous Kubernetes rightsizing, and how to overcome it. The CI/CD pipeline deploys code fifty times a day, and…...
HPA-managed workloads: Why the obvious waste stays
14+ hour, 6+ min ago (416+ words) Teams running Kubernetes can usually see where'they're'overprovisioned. Requests are higher than they need to be, there's consistent headroom, and capacity sits underused.' This has been true for a while, but it is'showing up'more often now as more teams run'burstier'model-serving workloads…...
Designing a Scalable Recovery Service for Distributed Systems
14+ hour, 49+ min ago (535+ words) Failures are a normal and expected part of distributed systems. If these failures are not handled properly, your system can lose data, create duplicates, or leave you with no visibility into what went wrong. This article explains a simple and…...
Open Agent Deployment Chips Away at Platform Lock-In
1+ day, 17+ hour ago (12+ words) Surf - Crypto's Ultimate AI...