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Notes from the field

Writing on cloud, DevOps, security, and AI engineering, informed by what actually goes wrong in production.

DevOps

Azure DevOps Variable Groups and Key Vault: the right way

Linking Azure Key Vault to Azure DevOps Variable Groups is the cleanest way to handle secrets in pipelines. Here's how to set it up properly, and the gotchas to avoid.

March 24, 2026 4 min read
DevOps

Self-hosted GitHub Actions runners on Azure: when, and how

When to move off GitHub-hosted runners onto your own Azure VMs or container apps and how to do it without inheriting an ops nightmare.

March 15, 2026 4 min read
DevOpsFeatured

Deploying Next.js to Azure App Service with GitHub Actions

A practical, production-ready setup for deploying Next.js to Azure App Service via GitHub Actions — including standalone output, OIDC, and the gotchas no one warns you about.

February 24, 2026 4 min read
DevOps

Azure DevOps YAML pipelines: multi-stage patterns that scale

How I structure multi-stage YAML pipelines once a single-file pipeline gets unwieldy. Templates, environments, approvals, and the small things that make a big difference.

January 13, 2026 3 min read
DevOps

Bicep vs Terraform on Azure: a practical take

Both deploy Azure resources. Both are good. Here's how I actually choose between them on real projects.

November 18, 2025 4 min read
DevOps

Branch policies in Azure Repos: a production-ready setup

The branch protection settings I configure on every Azure Repos repo to keep main always shippable — and the ones I deliberately don't enable.

October 21, 2025 3 min read
DevOps

Federating GitHub Actions to Azure with OIDC — no more client secrets

A walkthrough of how to deploy from GitHub Actions to Azure without storing a client secret anywhere. Faster, safer, easier to rotate.

September 23, 2025 3 min read
DevOpsFeatured

GitHub Actions vs Azure Pipelines: when to use which in 2025

Both are excellent. The question isn't which is 'better' — it's which fits your team's working model. A practical breakdown.

August 26, 2025 3 min read