Practical articles on AI, DevOps, Cloud, Linux, and infrastructure engineering.
The control plane fee is the least interesting number. What separates managed Kubernetes providers is upgrade cadence, how much they run for you, and where the node bill lands.
The keyv compromise reached 444 packages and over two billion monthly installs through preinstall scripts. The controls that actually stop it are boring and mostly free.
Sixty-seven enhancements shipped on August 26, but only a handful change how you run clusters. Scale-to-zero autoscaling, rootless kubelet, and a GA metrics API are the ones to read.
kubectl is fine until you're juggling five namespaces across three clusters. These are the tools that make that manageable, compared.
Swarm lost the orchestration war years ago, but it's still shipping and still simpler. Here is what that simplicity actually buys you, and what it costs.
One is agentless and Python-based, the other two run a persistent agent and a domain-specific language. The architecture difference matters more than the syntax.
Both page the right person at 3am and both integrate with everything. The real differences show up in pricing structure, workflow depth, and who already owns the ecosystem around you.
Both manage Kubernetes manifests across environments, but they solve it in opposite ways. Templating versus patching, and when each one actually wins.
A synthesis of this year's major industry surveys (Stack Overflow, GitHub Octoverse, CNCF, DORA, and more), with the actual numbers and what they mean for a working team.
Business logic vulnerabilities exploit legitimate application workflows rather than broken code, so scanners routinely miss them entirely.
GraphQL's single flexible endpoint creates attack surfaces REST checklists miss, from introspection exposure to query depth and batching abuse.
Secrets slip into git through habit and haste, and the only reliable fix is catching them before they're committed, not after.
