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Canary Releases for an ML Model on KServe: Replayed Traffic, Sidecar Metrics and Automatic Rollback

Part of the homelab build series. A football match-outcome model ships every day through Kubeflow Pipelines and KServe on RKE2. Each new model is staged next to the live one, tested, given 10% and the

georgeezejiofor.com

muthuselviOct 7 · 11 min read

How to Deploy an AI Agent Without Complex Infrastructure

Making an AI agent that works on your laptop is easy. Making one that works reliably in production for real users without turning your weekend over to DevOps is much harder. This guide covers what an

antryk.hashnode.dev

BitcotSep 18 · 5 min read

Why 85% of AI Application Development Projects Fail in Production: What I Learned from 12 Failed Deployments

The Pattern I Started Noticing I've worked on 12 AI projects that failed. Not little experiments. Real money, real teams, real people expecting this to work. And I noticed something weird: they all fa

bitcot.hashnode.dev

Syed Muhammad AliJul 1 · 13 min read

Best Hosting Platforms for Next.js in 2026: Who Actually Handles ISR & PPR Correctly?

Every "best hosting for Next.js" post you'll find says roughly the same thing: Vercel is great, Netlify is a solid alternative, Cloudflare is fast, AWS is for enterprises. None of them tell you what a

devstacked.hashnode.dev

Sancharini PandaJun 19 · 15 min read

What Is MTTR? Definition, Formula & Benchmarks (2026)

MTTR is the metric that tells you how long your users wait after something breaks. According to Splunk and Cisco's Hidden Costs of Downtime 2026 report, unplanned downtime now costs organisations an a

community.keploy.io

Alok KumarJun 3 · 14 min read

Deployment Strategies Every Developer Should Know

The first time I watched a deployment take down a production app, I was a junior engineer with no idea what a deployment strategy actually was. I assumed "deploying" just meant pushing code and refres

community.keploy.io

Safdar WahidApr 29 · 7 min read

Multi-Environment Deployment Strategies for Kubernetes

TLDR ; Kustomize and Helm are the leading tools for managing environment-specific configurations in 2026 Automated promotion from staging to production reduces manual errors and speeds delivery Ext

cloudwithsw.hashnode.dev

Felipe RodriguesMar 9 · 11 min read

Blue-Green vs Canary Deployment Strategies

In the high-stakes world of distributed systems, the moment of deployment is often the most volatile period in a software lifecycle. On August 1, 2012, Knight Capital Group experienced an architectural nightmare that remains a haunting lesson for eve...

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Rakesh Kumar JangidFeb 10 · 17 min read

Kubernetes Deployment Strategies Explained: Recreate, RollingUpdate, Blue–Green & Canary

Hello Geeks, This is Rakesh, and once again, I am here with another deep, honest, and real-world learning related to Kubernetes. Today’s topic is Kubernetes Deployment Strategy. I want you to read this documentation slowly, like personal notes writte...

projectwala.site

SENA DOMONHEDOJan 24 · 3 min read

Deploying a Vue.js + FastAPI application on Linux with Nginx

Introduction Deploying a full-stack application often looks simple on paper: a frontend, a backend, and a web server in between. In reality, deployment is where many hidden problems appear. In this article, I share my real-world experience deploying ...

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