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NewKubernetes Beyond the Basics: 7 Concepts That Take You From Junior to Mid-Level

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Kubernetes

Kubernetes Beyond the Basics: 7 Concepts That Take You From Junior to Mid-Level

You can write a Deployment and debug a CrashLoopBackOff. The gap between junior and mid-level is a different set of ideas: how requests really drive scheduling, why Services do not load-balance the way you think, what actually happens during a rolling deploy, and why Kubernetes is a reconciliation engine, not a command runner.

|12 min read
Terraform

Terraform Variables, Loops, and Outputs: The Complete Guide

Everything about moving values through Terraform in one place: declaring vs assigning variables, tfvars and TF_VAR_ precedence, locals, maps and lists, for_each and its pitfalls, splat outputs for counted resources, sensitive values, and the classic "variables may not be used here" error.

|14 min read
DevOps

The Postmortem Nobody Reads, and the One They Do

Most incident write-ups are compliance artifacts: written once, filed, and never opened again. The difference between those and the postmortems engineers actually forward to each other comes down to a handful of choices about audience, structure, and follow-through.

|11 min read
FinOps

Why Your Kafka Bill Is Mostly Network

Run the numbers on a self-managed Kafka cluster and the biggest line item is not brokers or disks, it is cross-AZ data transfer. Here is the arithmetic, where every gigabyte crosses a zone boundary, and the four levers that actually shrink the bill.

|10 min read
DevOps

GitHub's 2.9B Monthly Commits: Anatomy of an Outage

GitHub's August 17 outage began with a missed sidecar limit and escalated through retry storms. Learn which reliability controls your platform needs next.

|12 min read
DevOps

Someone Ran migrate:fresh on Production

We wiped a 30,000-row Laravel production database on purpose, then recovered every row in under a second with a Neon point-in-time restore. Here is the full timed experiment, the recovery playbook, and the guardrails that stop it happening to you.

|9 min read

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