Devops coverage.

Ai with devops advice

How many Node.js apps can you run on a 2-core 1GB VPS with PM2? (The math)

Every indie hacker running on a $5 VPS has asked this question. The answer depends entirely on what...…

Dotnet-slopwatch – detect when AI coding agents "fix" problems by cheating

Catch naughty LLM reward-hacking and bad behavior for .NET coding - Aaronontheweb/dotnet-slopwatch…

The Microservice-to-Engineer Ratio (MTR): Why Too Many Microservices Slow Down Engineering Teams

Discover the Microservice-to-Engineer Ratio (MTR), a powerful architectural metric that reveals when...…

Drumbeats vs Hyperping: An Honest 2026 Comparison

Hyperping bundles uptime, on-call, and status pages at a flat rate from $24/mo; Drumbeats bills by activity, gives 50 free monitors, and adds event-driven job monitoring. Real pric…

Cross-Region Replication Is Not Resilience

Every disaster recovery review eventually reaches the same sentence: "We have cross-region...…

Building a 500–600€ homelab cluster for Docker/Kubernetes/DevOps (+ AI later) - what would you buy?

Building a 500–600€ homelab cluster for Docker/Kubernetes/DevOps (+ AI later) - what would you buy?

AI Won't Replace Your DevOps Pipeline – But It Will Expose How Fragile It Is

AI Won't Replace Your DevOps Pipeline — But It Will Expose How Fragile It Is Here's a take I'll defend: the most valuable thing AI tooling has done for……

AI Won't Replace Your DevOps Pipeline — But It Will Expose How Fragile It Is

AI Won't Replace Your DevOps Pipeline — But It Will Expose How Fragile It Is Here's a take...…

Great Stack to Doesn't Work Bonus: 10 Docker Production Traps

Great Stack to Doesn't Work — Bonus 10 Docker Production Traps Your Dockerfile...…

Cutting Deployment Time by 80% with GitHub Actions and Docker

This article is also available in Indonesian (Bahasa Indonesia) Photo by Bruno Kelzer on...…

TypeScript devs no longer need to tangle with C# to use Aspire dev stack after Microsoft update

Aspire is a powerful tool for developers but not well understood – and pure TypeScript AppHost may broaden its appeal…

Temporal vs n8n vs Zapier API Automation Costs

A practical guide covering temporal vs n8n vs zapier api automation costs.…

I Built a Self-Contained Bookmarks Page from Environment Variables — No Database Needed

Learn how to build a self-contained bookmarks page using environment variables, eliminating the need for databases and avoiding broken links when moving servers. Discover solutions…

Observability in AI: Why Monitoring Systems Is No Longer Enough

Observability has always been one of the most important parts of building reliable software. In...…

Agentic AI Incident Response: How to Roll Back Rogue Agents in Production

Agentic AI Incident Response: Architecting the 'Undo' Button for Autonomous Agents You...…

Terraform Tutorial for Beginners: Infrastructure as Code

📌 This article was originally published on Sherdil E-Learning. I'm republishing it here so the...…

Stop Typing Long Docker Compose Commands — compose-lazy Does It Interactively

If you work with Docker Compose daily, you've typed some version of this hundreds of times: docker...…

Fitting WhisperX large-v3 + a 24B LLM on one 3090: a reproducible context-capping recipe

This is the technical, reproducible version of a fix I shipped on my own homelab. If you want the...…

Scarab Diagnostic Suite Field Test #005: A Terraform Core Cache Boundary

This is the fifth field test in my Scarab Diagnostic Suite series, and it is the most significant one...…

Great Stack to Doesn't Work #3 — Redis: "99% Cache Hit Ratio, System Down"

A survival guide for when everything goes wrong in production. Your Redis dashboard looks...…

Great Stack to Doesn't Work #2 — Kafka: "Where Did My Messages Go?"

A survival guide for when everything goes wrong in production. There's a moment every engineer...…

[Imposter syndrome] Back to the beginning (DevSecOps path)

I’ve been writing my project - Python port scanner for 9 months now. You might be wondering, “Why is...…

Provisioning a Private Talos Kubernetes Cluster on Hetzner Cloud

This is a follow up to Private Networking on Hetzner Cloud with Tailscale…

How I Deployed My First Project on AWS (And Didn't Break Everything)

The First Time "Localhost" Isn't Enough There's a moment every developer hits. Your...…

When Your VPS Blocks Outbound SMTP: What Actually Helps

You spin up a VPS, install Gitea, and realize it needs to send email. You point it at port 25....…

I made a roadmap for 3 months, to land a job as Junior DevOps Engineer

I Gave My Dead Raspberry Pi to an AI Agent. It Fixed Everything Over SSH.

Headless Pi 4 would not boot after a failed OS upgrade. An AI agent performed forensic analysis over Tailscale SSH, found 4 layered bugs, and fixed them all.…

How to Deploy a Docker App to Any VPS in Under 10 Minutes

Deploy your containerized app to a fresh VPS from zero to live in less than ten minutes…

We wrote an open-source interactive playbook for Agentic DevOps (How to move multi-agent systems from local notebooks to production).

We wrote an open-source interactive playbook for Agentic DevOps (How to move multi-agent systems from local notebooks to production).

We wrote an open-source interactive playbook for Agentic DevOps (How to move multi-agent systems from local notebooks to production).

Oneconfig: A CLI That Detects Your Stack and Provisions Your Dev Environment

Every repo has the same onboarding ritual: figure out the stack, install the right tools, start the...…

Claude Code en GitHub Actions: CI/CD, permisos y seguridad para agentes de código

Claude Code puede vivir dentro de GitHub Actions, pero un agente en CI no debe tener los mismos permisos que un desarrollador interactivo.…

What is Kubernetes? The Technology Behind Modern Cloud Applications

Understanding the technology that manages millions of containers every day. Imagine you...…

Agentic Ops: How I Shipped My Vibe-Coded Game to Production

Over the weekend, I vibe coded a cooking game. You combine random ingredients, and the game generates...…

I Built a Full-Stack Uptime Monitoring SaaS in 30 Days — Here's Everything I Learned

Six months ago I was manually refreshing my client's website after every deployment, praying it...…

Kubernetes Pod Autoscaling: A Key to Efficient Resource Utilization

Learn how to implement Kubernetes pod autoscaling to ensure efficient resource utilization and high availability in your applications.…

Ghostty Is Leaving GitHub, and It Won't Be the Last

When Mitchell Hashimoto, the creator of Vagrant, Terraform, and Ghostty, writes a breakup letter,...…

Apache Tomcat End of Life: Tomcat 9 is EOL — Migration Guide to Tomcat 10/11

Tomcat 9 reached end of life December 31, 2025. Here's what that means, why teams stay stuck on it, and how to migrate through the javax.* → jakarta.* namespace change.…

Automate Kubernetes Image Vulnerability Scanning

Security in a cloud-native environment is only as strong as its weakest link. A recent security audit...…

I Tested Every Web Scraping Tool Against Lazada — Here's What Actually Works (May 2026)

Installing Scrapling on a 4GB VPS: pitfalls, wiring into an AI agent via MCP, browser selection benchmarks, the Camoufox surprise, and a priority ladder validated against Lazada's …

Your CI Pipeline Is Lying to You — 5 Signals You're Ignoring (And How to Fix Them)

Your CI is green but lying to you. 5 hidden signals that cost your team hours every week — and how to fix each one.…

Why Your MCP Integrations Break Silently — And How We Built DriftGuard to Close the Gap

Optic is gone. oasdiff covers CI. Nobody watches MCP tool schemas or third-party API payloads in production. Here is the market gap we built DriftGuard to solve — with practical wo…

Not All Open Source Is Equal: Choosing a PostgreSQL Operator for Kubernetes in 2026

Recent licensing and distribution changes (MinIO archived, Bitnami catalog reduced, Crunchy Data redistribution limits) reshape what "open source" means for Kubernetes Postgres ope…

Why I built an AI repair loop that stops after one fix on purpose

A few weeks ago I watched my AI coding agent successfully fix a bug. The tests passed. The patch...…

CISA warns that Nx Console and GitHub repositories abused in multiple supply chain compromises – tools across enterprise, cloud, and DevOps environments exploited

CISA warns that GitHub repos are being abused via a malicious Nx Console Visual Studio Code extension.…

How to Run Untrusted AI Agent Code Without Docker

Docker shares the host kernel. That was always the trade. It was fine when a human read the script...…

What Is the Difference Between Cloud Cost Optimization and Cloud Cost Management?

Cloud cost management and cloud cost optimization are often used interchangeably but they solve...…

Done means released. Everything else is inventory.

Continuous Delivery means every commit is deployable. Deploy and release are separate events. The gap between them should be a decision, not an accident, or a big event.…

I Deployed My Go Backend to a Real VPS. Here's Exactly What Happened.

In Part 14, I finished HMAC webhook signing. The backend was complete — JWT auth, PostgreSQL, Redis...…

TeamCity 2026.1.1 Is Now Available

Update to the latest version to benefit from the latest improvements and security fixes.…

Piper – DevOps copilot where the LLM picks typed actions, not shell

Pipeline Intelligence, Provisioning, Error-handling & Releases — terminal-first LLM-driven DevOps copilot - antoniociccia/piper…

Designing a Resilient Media Orchestration System: Event-Driven Architecture with Real-Time AI

Designing a Resilient Media Orchestration System: Event-Driven Architecture with Real-Time...…

How I rescued a RAG assistant from memory leaks and got it running on a 512MB RAM free tier

A few weeks ago, I had a classic "works on my machine" moment. I had built a nice RAG prototype...…

LLM-Manager: Orchestrating Ollama and Llama.cpp with Pure Bash

LLM-Manager is a lightweight, modular Bash suite with a dual JSON/Interactive interface designed to...…

Stop Shipping Secrets in Jenkins: A Look at Secret Guard

Stop Shipping Secrets in Jenkins: A Look at Secret Guard If you’ve run Jenkins for long...…

I Built a Secret Scanner That Checks Your Git History, Not Just Your Code

Most developers know they shouldn't commit API keys. Most secret scanners will catch an AWS key...…

Why Your Website Can Be "Up" And Still Broken: A Deep Dive Into Latency Phases

Why Your Website Can Be "Up" And Still Broken Most uptime monitors tell you one thing: is...…