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

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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
CI/CD

The 9 Types of API Testing, and Where Each Belongs in Your Pipeline

Telling load testing from stress testing is easy. What shapes delivery is which of the nine run on every pull request, and which only run after a deploy.

|15 min read
DevOps

Agentic AI Vocabulary for DevOps: 12 Terms You Already Operate Under Another Name

Every agentic AI glossary is written for executives. Read the same twelve terms as an infrastructure engineer and most of them describe control loops, sandboxes and admission policies you have run for a decade. The useful exercise is finding the three where that analogy breaks, because those are the ones that will page you.

|14 min read
Kubernetes

The Anatomy of Kubernetes Persistent Storage: PV, PVC and the Parts That Bite

A PersistentVolumeClaim is a request and a PersistentVolume is the thing you get. That part takes five minutes to learn. The lifecycle rules underneath, which decide whether deleting a claim also deletes your data, are where teams lose production volumes.

|16 min read
Cloud

Build and Evaluate an AI Error Explainer with DigitalOcean Inference

Build a FastAPI error explainer, enforce structured model output, and evaluate models and routers against reviewed errors before choosing one.

|18 min read

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