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Optimizing CI/CD Workflows for Microservices: Image Tagging, Deployment, and Toolchain Strategies Across Environments

Introduction: Navigating the Complexity of Microservices CI/CD Microservices architectures have transformed application development by enabling scal…

cicdmicroservicesimagetaggingdeployment
Dev.to Oct 18, 2026, 15:32 UTC
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Park a Migration Without Losing the Work

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…

architecturereleaseengineeringdevopscicd
Dev.to Oct 10, 2026, 11:30 UTC
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Running Unity 6000.x Headless Builds in a Linux Container: A Field Report (Including Licensing Workarounds)

Running Unity 6000.x Headless Builds in a Linux Container: A Field Report (Including Licensing Workarounds) Status: REVISED 2026-10-10 — every techn…

unity3ddockercicdgamedev
Dev.to Oct 10, 2026, 03:21 UTC
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Pin the Digest Your GitLab Job Pulled, Not the Tag You Remember

A Friday job was green. The same commit failed on Monday. Did the base image move while the repository stayed still? You can lose an hour blaming th…

gitlabcicddockerdevops
Dev.to Oct 9, 2026, 23:27 UTC
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🚨 The AI Code Boom is Breaking CI/CD Budgets (And How to Fix It)

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…

cicdaidevopsarchitecture
Dev.to Oct 6, 2026, 03:11 UTC
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Scaling Your App: Horizontal vs Vertical — A Lord of the Rings Quest

The Quest Begins (The “Why”) Honestly, I remember the day our little side‑project started to feel like a dragon hoarding gold. We had a neat Express…

devopsdockerkubernetescicd
Dev.to Oct 2, 2026, 23:09 UTC
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Self-Healing CI/CD: Integrating Autonomous AI Agents for Automated Code Fixes

Introduction & Industry Context For over a decade, continuous integration and continuous deployment (CI/CD) pipelines have operated under a bina…

cicdaiagentsllmopstypescript
Dev.to Oct 1, 2026, 05:24 UTC
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Concourse: 3,767 title matches on the pipeline system that executes your build code

Concourse: 3,767 title matches on the pipeline system that executes your build code A continuous integration system runs code that the organisation…

zoomeyeconcoursecicdbuildsystem
Dev.to Oct 1, 2026, 05:20 UTC
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Everything as Code: The Infrastructure Revolution Transforming Modern Engineering

Everything as Code: The Infrastructure Revolution Transforming Modern Engineering Introduction "Everything as Code" is no longer a nice-to-have phil…

infrastructuredevopscicdiac
Dev.to Sep 29, 2026, 01:29 UTC
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Tests Prove Behavior. Boundaries Prove Architecture.

A reader of my article on keeping AI an optional capability asked the best question of the whole comment thread: how do you keep an architectural se…

architecturetestingcicdopensource
Dev.to Sep 28, 2026, 11:26 UTC
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I Gave Every Pull Request Its Own Database

I Gave Every Pull Request Its Own Database Git-style branching for Postgres, wired into Jenkins, with a real repo you can run. Every team has a dev…

databrickspostgresdevopscicd
Dev.to Sep 27, 2026, 21:01 UTC
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The Playwright Pie in the Sky: Solving for CI Blindspots in Microfrontend Architecture in a Crunch

At a previous job my product team introduced a business-critical microfrontend with module federation to our already bloated tech stack. As a qualit…

cicdplaywrightarchitecturetesting
Dev.to Sep 25, 2026, 18:08 UTC
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Kubernetes Architecture

🚀 Kubernetes Architecture Explained Before diving into Kubernetes architecture, let's first understand why Kubernetes is preferred for running conta…

kubernetesdevopscontainerscicd
Dev.to Sep 24, 2026, 08:05 UTC
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Automating Deployment with Github Actions

Deploying to a Server You Can't Reach: Building a CI/CD Pipeline with AWS SSM and OIDC From pushing code manually to building, testing, containerizi…

cicdgithubactionsgithub
Dev.to Sep 20, 2026, 22:49 UTC
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Agent Loops Don't Have a Token Problem. They Have a Feedback Problem.

Read this article on Signadot . Loop-based development means agents run longer, in parallel, and without anyone watching each attempt. What that cos…

aitestingcicdkubernetes
Dev.to Sep 16, 2026, 18:17 UTC
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I Pinned 31 GitHub Actions to Commit SHAs. One Major Tag Was Two Versions Stale.

Yesterday I pinned 31 GitHub Actions to commit SHAs for a set of workflows I was packaging. Every SHA was resolved from the upstream repository rath…

githubdevopssecuritycicd
Dev.to Sep 15, 2026, 00:39 UTC
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Code Hosting vs CI/CD: GitHub Actions, GitLab CI, Jenkins, CircleCI, Argo Workflows and More — What Actually Fits Your Stack?

I used to think GitHub Actions, GitLab CI, Jenkins, CircleCI and TeamCity were basically the same thing with different YAML syntax. They're not. The…

devopscicdgit
Dev.to Sep 14, 2026, 15:09 UTC
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Smarter Python Configs: an OOP Framework

Originally published on wisl.dev . Update: this framework grew into bakefile , a task runner: the same base, service, and instance inheritance, rear…

cicddevopsooppython
Dev.to Sep 14, 2026, 03:17 UTC
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How to Obfuscate a .NET App in GitHub Actions (CI/CD)

Short answer: to obfuscate a .NET app in GitHub Actions, add a step after dotnet publish that runs the obfuscator on your published assemblies — wit…

dotnetcicdgithubactionstutorial
Dev.to Sep 13, 2026, 14:06 UTC
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The Backup Awakens: A Database Backup Quest

The Quest Begins (The “Why”) Honestly, I used to think backups were the boring chores you shoved onto a cron job and forgot about—until the day our…

devopsdockerkubernetescicd
Dev.to Sep 12, 2026, 11:05 UTC
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Logging Like a Jedi: Spotting Problems Before Users Do

The Quest Begins (The "Why") Honestly, I still remember the first time a user pinged me at 2 a.m. saying, “The checkout button just spun forever.” I…

devopsdockerkubernetescicd
Dev.to Sep 11, 2026, 11:08 UTC
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Migrating CI/CD from Azure DevOps to GitHub Actions with Azure OIDC and ACR

Introduction As part of learning and preparing for a migration from Azure DevOps pipelines to GitHub Actions , I decided to build a small practice p…

azurecicddevopsgithub
Dev.to Sep 8, 2026, 21:25 UTC
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Whisper.cpp Vulkan on Arch: A Detective Story With No Crime

A six-week journey through source builds, CI pipelines, and one package pacman never mentioned. TL;DR: pacman -S whisper-cpp ggml-vulkan . That's it…

archlinuxwhisperopenaicicd
Dev.to Sep 6, 2026, 00:44 UTC
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Knowledge Management in CI/CD: How Terrain Automates Document Updates

Terrain — prepares the ground so agents don't have to guess where to stand. 🔗 GitHub: https://github.com/sopaco/terrain The Real Problem in CI/CD Pi…

automationcicddevopsdocumentation
Dev.to Sep 5, 2026, 07:51 UTC
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European Infrastructure is having a Moment

While the demand for compute is blowing up, the supply side hasn't caught up. That gap is the entire opportunity. Something has started to shift in…

cloudserverlesswebdevcicd
Dev.to Sep 3, 2026, 16:08 UTC
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Playwright API Testing: Why Your API and UI Tests Should Live Together

Playwright API testing uses the same framework, the same Playwright project/configuration, and the same test suite you already write UI tests in to…

playwrighttestingapicicd
Dev.to Sep 2, 2026, 13:01 UTC
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From Zero to Green Build: How I Built a Jenkins + DevPod CI Pipeline with Mise (+ 10 Real Errors That Taught Me Everything)

A complete hands-on guide to building an isolated, reproducible CI pipeline with Jenkins Controller, SSH-connected DevPod agents, and Mise runtime m…

jenkinslinuxdevopscicd
Dev.to Sep 1, 2026, 15:50 UTC
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A Stranger's Pull Request Almost Stole My Cloud Credentials. So Every CI Job Gets a Fresh microVM Now.

My self-hosted CI runner was the least trusted machine I owned. Now every job runs in a disposable Firecracker microVM on Krova Cloud — here's the s…

opensourcemicrovmdevopscicd
Dev.to Aug 29, 2026, 08:48 UTC
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CI/CD: From Green Checks to Real Confidence

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…

automationcicddevops
Dev.to Aug 28, 2026, 19:15 UTC
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GitHub Actions Checkout v7: Why Fork Pull Request Safety Required a 362KB Credential Isolation Rewrite

The most-used GitHub Action just shipped breaking changes to how it handles fork pull requests. Checkout v7 refuses to check out fork code by defaul…

cicddevopsgithubsecurity
Dev.to Aug 27, 2026, 20:05 UTC

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