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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
EN

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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Four Failures I Kept Repeating on AWS Amplify — Full env Replacement, Green Build but 500 at Runtime, Silent Outages, Domain Migration

From April to July 2026, I ran several Next.js products on AWS Amplify Hosting (AWS's managed service for hosting and deploying web apps). This arti…

awsamplifycicddevops
Dev.to Aug 27, 2026, 18:00 UTC
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I built a local CI/CD runner to debug pipelines before pushing them

CI/CD pipelines are great once they work. But developing and debugging them often looks like this: change YAML -> push -> wait for CI -> fi…

showdevdevopscicdproductivity
Dev.to Aug 27, 2026, 17:09 UTC
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Setting Up Jenkins AWS OIDC Authentication to Replace Static Keys

Originally published on kuryzhev.cloud Every static AWS key sitting in your Jenkins credential store is a standing invitation. It works from anywher…

awscicddevops
Dev.to Aug 27, 2026, 07:01 UTC
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Running Claude Code in 4 Parallel Sessions Led to 'Team Development' — 7 Recipes to Prevent Collisions

📝 Originally published (in Japanese) at forge.workstyle.tech . In a previous article , we introduced an environment for parallel execution of coding…

aiclaudecodegitcicd
Dev.to Aug 27, 2026, 00:43 UTC
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How We Keep a Trunk-Based Pipeline From Being Reckless

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…

reactnativecicdtestingfeatureflags
Dev.to Aug 25, 2026, 18:52 UTC
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How I Automated a 3-Tier Application CI/CD Pipeline with Docker, Azure & GitHub Actions

How I Automated a 3-Tier Application CI/CD Pipeline with Docker, Azure & GitHub Actions I recently completed a hands-on DevOps project where I t…

dockerazuregithubactionscicd
Dev.to Aug 25, 2026, 08:20 UTC
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DevOps Lab: CI/CD Deployment to AWS ECS

Scenario You are the DevOps Engineer . Jules is your Software Developer . Ask Jules to create a professional website for a product of your choice. J…

awscicddevopsgithub
Dev.to Aug 25, 2026, 02:55 UTC
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Catch MCP Tool-Poisoning and Prompt-Injection Regressions on Every PR (GitHub Actions + pre-commit)

A working walkthrough of wiring sentinel-scan-cli into GitHub Actions and pre-commit as a CI gate that actually fails the build, including a gap I f…

securitymcpcicdllm
Dev.to Aug 23, 2026, 21:52 UTC
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Iskor Devlog #1 - Learning a Little Bit of Everything

Introduction Frontend Studied the common signs of a vibecoded website and avoided it. Backend Used Spring Boot and learned SOLID principles. Authent…

backendcicddockerlearning
Dev.to Aug 23, 2026, 08:04 UTC
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3 Tier Application On EKS

I built a 3-tier application running on Amazon EKS, deployed by a GitHub Actions pipeline that runs on every merge to main . The first version of th…

awscicddevopskubernetes
Dev.to Aug 22, 2026, 16:45 UTC
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Building Production Readiness into a Flask ERP Project

Building ERP_cloud , a Flask-based ERP platform, has taught me that production readiness goes far beyond getting the application working. Recently,…

pythonflaskdockercicd
Dev.to Aug 22, 2026, 00:01 UTC
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CI Is Green. What Could Still Go Wrong?

A green CI pipeline is a nice feeling. The build passed. Tests are green. Linting is clean. Nothing obvious is on fire. For a few seconds, it feels…

cicdqadevopstesting
Dev.to Aug 21, 2026, 13:41 UTC
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What Metrics Indicate Pipeline Security Health?

CI/CD pipelines are increasingly responsible for building software, provisioning infrastructure, publishing artifacts, and deploying production work…

devopscybersecuritykubernetescicd
Dev.to Aug 19, 2026, 11:34 UTC
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Daily Dose of DevOps — GitHub Actions basics for DevOps

GitHub Actions Basics for DevOps Introduction GitHub Actions is a powerful automation platform integrated directly into GitHub repositories. It allo…

automationcicddevopsgithub
Dev.to Aug 19, 2026, 07:32 UTC
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# From Silent Failure to a Definitive Fix: Debugging an Existing AI Application

Clear the Lineup Submission The Bug AI applications can fail silently — producing wrong outputs, degraded performance, or unexpected behaviors witho…

devchallengebugsmashaicicd
Dev.to Aug 18, 2026, 18:37 UTC
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Why I left Warehouse out of our Fabric deployment scope

title: Why I left Warehouse out of our Fabric deployment scope published: true tags: microsoftfabric, datawarehouse, cicd, devops Our Fabric deploym…

microsoftfabricdatawarehousecicddevops
Dev.to Aug 17, 2026, 15:01 UTC
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NuGet Restore Failing with 'Unable to find version' Package? Check Your NuGetToolInstaller Version!

The Problem In one of our Azure DevOps pipelines, nuget restore suddenly started failing with an error stating, in essence, that the requested packa…

dotnetnugetazuredevopscicd
Dev.to Aug 17, 2026, 12:34 UTC
EN

CI/CD Pipelines That Actually Work: Lessons from The Matrix

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…

devopsdockerkubernetescicd
Dev.to Aug 17, 2026, 09:52 UTC
EN

A Bad Prompt Will Waste Your Free Model Calls. Lint the Contract First.

Last Tuesday, my pipeline called a free model three times on the same commit. The output looked confident every time. It was wrong every time. The m…

gitlabcicdaipython
Dev.to Aug 17, 2026, 05:10 UTC
EN

From Manual Clicking to Infrastructure as Code: My Terraform & CloudFormation Journey — Like Leveling Up in Zelda

The Quest Begins (The "Why") Honestly, I used to feel like I was stuck in a never‑ending tutorial level. Every time we spun up a new environment — d…

devopsdockerkubernetescicd
Dev.to Aug 16, 2026, 20:21 UTC
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Introducing Vulnfy: A Lightweight, Multi-Ecosystem Vulnerability Scanner for Your CI/CD Pipeline

Hey DEV community!👋 As developers, we all know how crucial dependency and container security is. But let's be honest - sometimes heavy enterprise se…

securitypythonopensourcecicd
Dev.to Aug 16, 2026, 17:15 UTC
EN

Daily Dose of DevOps — What is CI/CD and why it matters

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…

automationcicddevops
Dev.to Aug 16, 2026, 07:25 UTC
EN

Code Review From the Terminal and CI, No MCP Client Required

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…

pythonmcpcodequalitycicd
Dev.to Aug 16, 2026, 06:17 UTC
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GitHub Actions' free macOS minutes, explained

GitHub Actions is GitHub's built-in CI/CD system — it spins up a fresh virtual machine, runs whatever commands you tell it to, and tears the machine…

githubcicdiosdevops
Dev.to Aug 16, 2026, 02:53 UTC
EN

Give a Free Model a Latency Budget Before You Let It Into CI

I keep hitting the same failure pattern. A merge request passes every test. Then the pipeline stalls. Nothing in the diff changed. The free model ro…

gitlabcicdaidevops
Dev.to Aug 16, 2026, 02:12 UTC
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Gate your CI on a dollar ceiling, not a percentage — the number your finance team actually asks for

Gate your CI on a dollar ceiling, not a percentage — the number your finance team actually asks for Most cost gates for agent/LLM workflows check a…

cicdaidevopstooling
Dev.to Aug 16, 2026, 00:00 UTC
EN

You Don't Need More Free Model Quota. You Need a Content-Addressed Cache.

Three identical prompts. Three model calls. Same answer. I saw this in a GitLab CI pipeline that runs a free model over release notes. The prompt te…

gitlabcicdaicaching
Dev.to Aug 15, 2026, 22:55 UTC

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