Why Every Pull Request Needs an Explainable Merge Decision
Some pull requests waste a surprising amount of time without anyone touching the code. They look almost ready, but the conversation turns into process…
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DevSecOps in Practice: Tools That Actually Catch Vulnerabilities - Part 1
Secret Scanning with Gitleaks I have built a deliberately vulnerable Flask app to use as a target for building a real DevSecOps pipeline. The repo is …
AI in DevOps: Why Adoption Lags in CI/CD (and What Comes Next)
AI is everywhere except in CI/CD Developers now use AI for nearly everything, except the part that actually ships code. Recent surveys conducted by Je…
GitOps Deployment for Kubernetes Teams
TLDR ; GitOps uses Git as the single source of truth for infrastructure, enabling auditable and repeatable deployments ArgoCD and Flux are the two lea…
CI/CD Build Systems for Cloud-Native Applications
TLDR ; Multi-stage Docker builds with BuildKit caching reduce image sizes by 80% and build times by 60% Remote build caching shares artifacts across d…
GitOps for Infrastructure: How We Deploy With Zero SSH
The Last Time I Used SSH I haven't SSH'd into a production server in 14 months. Not because I'm lazy because our infrastructure doesn't require it. Gi…
Deploying Flutter Web to Firebase Hosting with GitHub Actions CI/CD
Deploying Flutter Web to Firebase Hosting with GitHub Actions CI/CD Why Firebase Hosting? Option Pros Cons Firebase Hosting Free, auto-HTTPS, CDN, eas…
Claude Schedule Auto-Generated Flutter Pages That Failed CI — Quality Gates for AI-Generated Code
Claude Schedule Auto-Generated Flutter Pages That Failed CI Setup: Claude Schedule Handles Customer Support Every hour, a Claude Code Schedule job rea…
cancel-in-progress:true Silently Dropped Our Deploys — GitHub Actions Concurrency Gotcha
cancel-in-progress:true Silently Dropped Our Deploys The Symptom With multiple Claude Code instances pushing in parallel (VSCode, PowerShell, Windows)…
Flutter CI Broke With 2288 Errors — How dart fix --apply Saved Us
Flutter CI Broke With 2288 Errors — How dart fix --apply Saved Us What Happened One morning, deploy-prod.yml started failing: error • Use 'const' with…
Introducing @accesslint/jest: progressive accessibility testing for Jest
This post is for the team rolling out accessibility testing: developer tooling, CI platform, design systems, frontend tooling, or their engineering ma…
How to Set Up Preview Environments for Pull Requests with Deploynix
Code review is better when you can see the changes running live. Reading a diff in GitHub, GitLab, or Bitbucket tells you what changed, but clicking t…
Prepping the Ingredients: Scaling CI with a Unified Monorepo Engine
In the previous post, I talked about how we stopped building and started listening to our developers. We uncovered a fragmented CI/CD landscape riddle…
Axios и проблема зависимостей
Как взлом одного npm-аккаунта за 3 часа распространил RAT на 174 000 пакетов и почему стандартные инструменты вроде NPM Audit это не поймали. Разбирае…
Four AWS VPC blueprints that will save your MLOps pipeline
Four VPC blueprints for MLOps from scrappy MVP to distributed LLM training, with the cost traps nobody puts in the tutorial. You spent three weeks tun…
GitHub Actions Slow? What's Actually Wasting Your Time
Your GitHub Actions pipeline takes 20 minutes. Your team runs it 50 times a day. That's 16 hours of CI compute daily — and most of it is waste. Develo…
The dependency vulnerability gap that CI/CD can’t fix
Every project I’ve worked on has the same setup: osv-scanner or Dependabot wired into CI, which fails the build if a known CVE is found. It feels comp…
CI/CD, GitLab Pipelines and Kaniko
CI/CD automates the build and deployment process — push code, pipeline runs, new version deployed on the cluster. Here's how I set it up for ASTRING u…
Где хранить код? Сравнение GitHub, GitLab и Bitbucket
GitHub, GitLab или Bitbucket — куда податься начинающему разработчику в 2026? Казалось бы, какая разница — Git везде одинаковый. Но когда дело доходит…
Our SwiftUI snapshot tests passed locally but failed on CI. Here's the actual fix.
500+ snapshot tests, all green on every developer's Mac, all red on GitHub Actions. Sound familiar? The common advice is "record your reference images…
🚀 Automating Terraform with CI/CD (GitHub Actions) — Part 10
So far in this series, we’ve: Learned Terraform fundamentals Built reusable modules Managed remote state Designed production-ready structure Compared …
Building a PCI-DSS Compliant DevSecOps CI/CD Pipeline for a Fintech Using .NET
A deep dive into the security scanning pipeline that runs on every pull request before a single line of code reaches staging or production In my last …
Putting It All Together: Application and Infrastructure Workflows with Terraform
Over the past three weeks, I have moved from writing basic Terraform code to building a complete, production-ready workflow that combines application …
GitLab CI + MAX Messenger: уведомления о деплое не отправлялись, и это оказался не JSON
Мы пытались отправлять уведомления о деплое из GitLab CI в MAX Messenger и долго шли по ложному следу, потому что проблема выглядела как сетевая. Но M…
I Automated a Full Application Deployment with Azure DevOps, Terraform, and Ansible
Four projects. Several weeks. One capstone. This is the project where everything came together. Not just conceptually, but in practice, in a real pipe…