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Introduction: Navigating the Complexity of Microservices CI/CD Microservices architectures have transformed application development by enabling scal…
Your code builds. The tests pass. But releasing it still involves copying files, changing settings, and hoping you remembered every step. That gap i…
A migration that ships by reaching the default branch with a green badge still has a second decision hidden inside it: do we point production at it…
A test pipeline has one job: give the team a fast signal it can trust. When a pull request goes red, the author should know what broke without openi…
If you're a developer in 2026, you're likely using AI tools like Cursor, Claude, or GitHub Copilot to write code faster than ever before. Productivi…
TL;DR: Most compliance programs are still a once-a-year document-gathering sprint, screenshots, spreadsheets, manual evidence collection. That model…
Automation is at its best when it removes a repetitive decision. It is at its worst when nobody can tell what it was about to do. That gap usually a…
Introduction & Industry Context For over a decade, continuous integration and continuous deployment (CI/CD) pipelines have operated under a bina…
Everything as Code: The Infrastructure Revolution Transforming Modern Engineering Introduction "Everything as Code" is no longer a nice-to-have phil…
At a previous job my product team introduced a business-critical microfrontend with module federation to our already bloated tech stack. As a qualit…
Automating Playwright tests locally is useful, but running them automatically in a CI/CD pipeline gives teams faster feedback on every code change.…
Read this article on Signadot . Loop-based development means agents run longer, in parallel, and without anyone watching each attempt. What that cos…
In the fast-paced world of modern software development, continuous integration and continuous delivery (CI/CD) pipelines are the backbone of efficie…
Our integration suite had been green for eleven weeks. That is not a boast, it is the symptom. A colleague onboarding to the repo wrote a deliberate…
Most teams don't have a CI/CD problem because they lack tools. They have one because their pipeline grew organically — a step bolted on here to fix…
Nobody ever complained about it directly. The pipeline took a little over forty minutes end to end, which had crept up gradually from about eight, a…
Playwright API testing uses the same framework, the same Playwright project/configuration, and the same test suite you already write UI tests in to…
Originally published on kuryzhev.cloud Context: agents are the attack surface, not the controller We had to harden Jenkins agents after a routine se…
Your CI/CD pipeline is green. That doesn't guarantee any reliability. Most engineers write their first pipeline to make a status check pass, — not t…
CI/CD pipelines are great once they work. But developing and debugging them often looks like this: change YAML -> push -> wait for CI -> fi…
Part 1 covered the mechanism: a fingerprint gate decides whether a change ships in minutes over-the-air or needs a full store release. But a gate th…
The Quest Begins (The “Why”) Honestly, I used to stare at my CI/CD yaml files like they were ancient runes. Every push felt like a gamble: “Will the…
CI/CD as a Control System: From Commit Entropy to Production Evidence CI/CD is often reduced to automation, but its deeper purpose is epistemic: it…
A month ago I shipped aicraft-code-review , an MCP server that reviews code locally. This week I added a CLI mode — because not everyone wants to wi…
Playwright Trace Viewer is a built-in GUI that records a full, replayable snapshot of a test run — every action, DOM state, network call, and consol…
Week 3. "The artifact is sitting in the registry. Somebody still has to actually run it. Who, and how?" Previously Developer ↓ Runner ↓ Cache ↓ Arti…
Week 1. "Today you'll shadow me during a deployment." What You'll Learn By the end of this series, you'll be able to explain confidently: What actua…
The Situation Our team's CI/CD pipeline on Azure DevOps was taking 15 minutes to complete on every push to develop. You'd merge a PR, grab a coffee,…
A test failure that takes 20 minutes to surface, buries the error in 3000 lines of log output, and gives no context about what changed is nearly use…
In Multi-Tenancy Architecture for SaaS we worked through how a single deployment serves many organizations without their data or traffic bleeding in…