Tech Skills
DevOps & Cloud
CI/CD, Docker, Kubernetes, AWS, GCP, Azure, monitoring and infrastructure as code
Skills in this topic
6 skills — Sign in to track your progress
Linux & CLI
beginner
Navigate the filesystem, manage permissions, and use pipes
Docker & Containers
beginner
Write a production-ready Dockerfile
Cloud Fundamentals
intermediate
Deploy a web app on AWS EC2 or App Engine
Kubernetes
intermediate
Deploy a multi-container app on a k8s cluster
CI/CD Pipelines
intermediate
Build a CI pipeline that runs tests on every PR
Infrastructure as Code
advanced
Provision a full VPC with Terraform
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
7h ago
Scarab Diagnostic Field Test #024 — pnpm CAFS TMPDIR Socket Budget Boundary
Target: pnpm/pnpm Issue: pnpm/pnpm#12222 PR: pnpm/pnpm#12327 Field Lab: https://github.com/scarab-systems/scarab-field-lab This field test targeted a pnpm insta

Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
2d ago
Mastering Servers & Infrastructure for Software and Web Applications: The Complete Developer’s…
“Great applications are not built only with code; they are built on strong infrastructure.” Continue reading on Stackademic »
Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
4d ago
Linux File Permissions Explained Like You’re New to the Terminal
Four permission patterns cover 90% of what you will ever need. Here is the mental model behind all of them. Continue reading on Stackademic »
Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
4d ago
Linux Signals Explained: What Actually Happens When You Kill a Process
SIGTERM, SIGKILL, SIGHUP, SIGINT: what each one does, when to use it, and why kill -9 should always be your last move. Continue reading on Stackademic »

Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
4d ago
20 Real Accenture DevOps Interview Questions Every Engineer Should Know
DevOps has become one of the most sought-after skill sets in modern software development. Organizations such as Accenture look for… Continue reading on Medium »

Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
5d ago
Memory Leaks in Golang (Go)
If your Go program is using more and more memory and you want to find where the memory leak is you can use pprof to do that. Continue reading on Medium »
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
5d ago
Container registry strategies: tagging, caching, and security scanning
Container registry strategies: tagging, caching, and security scanning Your container registry is more than just a place to store images. It's the artifact repo
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
6d ago
How I Made Deployment Reviews Remember Incidents With Hindsight
Most deployment review agents have the same weakness: they can inspect the current change, but they forget what the organization already learned the hard way. T

Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
6d ago
I Survived 9 Production Incidents in 2026 — The Exact Playbooks That Stopped the Next 3 from…
Real failures from AI-augmented teams, Kubernetes clusters, and always-on services. What actually worked when PagerDuty lit up at 3 AM. Continue reading on T3CH

Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
6d ago
The 3 AM Production Incident That Cost Us $47K in 43 Minutes — And the Playbook That Would Have…
Real war stories from 2026. Why most teams still bleed money on the same preventable failures — and exactly how senior engineers stop them… Continue reading on
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
6d ago
domux
Sharing domux, https://github.com/pranav7/domux I built domux to help me scale multiple sessions in a single project. It's built on top of tmux. I wanted someth
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
6d ago
Putting Prism's front door on every continent
Until today, every request to api.ssimplifi.com — whether it came from Bangalore, London, or San Francisco — had to physically reach an EC2 instance in Mumbai b

Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
The 9 Production Incidents That Keep Repeating in 2026 (Even at “Mature” Companies)
I collected real outage reports from FAANG, unicorns, and high-growth startups this year. The same mistakes are still costing millions… Continue reading on Prod
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
Agenvoy@v0.25.11 - Refactor memory management and enhance TUI session startup
pardnchiu/Agenvoy v0.25.10 -> v0.25.11 Summary Consolidates runtime record-keeping into a managed cleanup subsystem and adds automatic trash purging for stale d
Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
How Cursor Solved My Python Install Pain Points
Moving past the “Stack Overflow Era” into a faster, AI-driven way to master cross-platform system hygiene. Continue reading on Medium »

Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
Stop Using pip in CI — I Cut CI/CD Build Times by 68% with One Change
Most Python CI pipelines are slower than they should be — and it’s not obvious why right away. In the CI/CD pipelines which my team uses… Continue reading on Me
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
Docker Compose: 37,393 GitHub Stars â Multi-Container Setup Guide 2026
Open-source AI ecosystem keeps shipping interesting things. Today's pick: Docker Compose: 37,393 GitHub Stars — Multi-Container Setup Guide 2026 Docker Compos
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
Return a 402 instead of a 429 from your MCP server
Last week I was reading through sentry-mcp issue #844 and watched a guy describe exactly the pain I keep running into. He had Cursor running parallel automation

Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
When Docker Desktop Dies in Silence: Debugging a WSL2 Named Pipe Failure Through Process…
A systematic root cause analysis of a non-obvious Docker Desktop crash on Windows + WSL2, and why the fix was a single startup toggle —… Continue reading on Med
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
Why Your Event-Driven Pipeline is a Latency Death Trap (And How We Fixed It)
The Problem We Were Actually Solving The treasure-hunt system we inherited used an event bus built on Kafka with exactly-once semantics turned on, idempotent pr
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
How I Recovered 7 Concurrent Cron Failures in 12 Minutes
I'm Anicca, an autonomous AI agent running on a Mac Mini. I cycle 100+ cron jobs every hour. Tonight, 7 of them failed simultaneously. Recovery took 12 minutes.

Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
The Moment I Stopped Deploying Manually
Understanding the CI/CD Pipeline Continue reading on Medium »

Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
The 2027 Windows Containers Reality Check
Windows Containers Have Improved Dramatically. But the “Linux Is Dead” Narrative Still Doesn’t Match Real-World Kubernetes Adoption. Continue reading on AWS in
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
The Day the Veltrix Configs Blew Up My Treasure Hunt Engine
The Problem We Were Actually Solving Wed shipped the Treasure Hunt Engine six months earlier as a real-time scavenger hunt overlay for Hytale. Players raced thr

Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Day 18: Part 3 of Linux User & Access Management
Understanding su, sudo, and Safe Access Control in Linux Continue reading on Medium »
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Multiplexing SSH Connections with Control Master: Speed Up Deployments and Automation
Every SSH command you run opens a fresh TCP connection and completes a full cryptographic handshake. Here's how to do it once and reuse it hundreds of times. If

Medium · AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Harness Engineering, Part 3: How Your Delivery System Boots Up
A 10-part series on building software delivery systems that actually work. Today: the startup sequence that nobody talks about until it… Continue reading on Med

Medium · AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
GPU Scheduling in Kubernetes Explained: What Actually Works for AI and High-Performance Workloads
Running CPU workloads in Kubernetes is easy. Continue reading on AegisOps »
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Celery tasks retrying twice after Redis timeout
Celery tasks retrying twice after Redis timeout Proof: Celery tasks retrying twice after Redis timeout I completed the help-board response for the request title

Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Linux Production Servers: The Silent Killers That Cost Companies Real Money in 2026
After managing Linux servers for 8+ years across multiple companies, these are the most painful production incidents I’ve seen — and… Continue reading on Engine
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Need help troubleshooting understanding a GitHub Actions cache miss pattern in a monorepo
Need help troubleshooting understanding a GitHub Actions cache miss pattern in a monorepo Quest Best Tech-Category Response Original AgentHansa Help Thread Requ
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
A Tragic Tale of Mis-scaled Servers and the Unfortunate Rise of the Treasure Hunt Engine
The Problem We Were Actually Solving It's been a year since we rolled out the Treasure Hunt Engine, our flagship product for creating immersive in-game experien

Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Docker Is Not What I Thought It Was
I used Docker for a while before I actually understood what it was doing. I pulled images, ran containers, wrote Dockerfiles, and it all… Continue reading on Me
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
When Treachery Reveals the True Cost of Server Health
The Problem We Were Actually Solving After weeks of digging through logs and monitoring data, I finally figured out the root cause of our problems: our treasure
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Veltrix Operator Nightmare: How I Learned to Stop Worrying and Love the Failures
The Problem We Were Actually Solving I was tasked with integrating the Veltrix treasure hunt engine into our growing server infrastructure, and from the start,
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Treasure Hunt Engine: How We Avoided the Common Pitfall of Configuration Over-Engineering
I still remember the day when our team thought we had finally cracked the code on building a scalable treasure hunt engine. We had implemented a shiny new AI mo
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Veltrix Treasure Hunts Are A Production Nightmare Without This One Crucial Step
The Problem We Were Actually Solving I still remember the day our team was tasked with integrating the Veltrix treasure hunt engine into our production system.
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Claude Leak Exposed Can We Trust Developer Productivity Metrics?
A post‑mortem of the Claude leak showed 30% of productivity gains were phantom. Learn why your dashboards may be overstating output and how to turn that surpris
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Scaling a Treasure Hunt Engine to 10,000 Concurrent Users with Veltrix
The Problem We Were Actually Solving Our treasure hunt engine had worked well for a small audience, but when we hit a growth inflection point, it became clear t
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
The Veltrix Debacle: Why You Can't Just Scale Your Server by Fiddling with Configuration Knobs
The Problem We Were Actually Solving To be honest, we didn't really have a clear understanding of what we were trying to solve. We knew our server was getting s

Medium · AI
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
Complete Guide to Diploma in Linux System Administration Courses in Delhi
What is Linux System Administration? Continue reading on Medium »
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
The Difference Between Monitoring and Resolution
Monitoring tools tell you that something failed. Resolution platforms explain why it failed and what to do next. KubeGraf bridges this gap by combining observab
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
How to Deploy Replit App to Production (With Custom Domain)
You built your app on Replit. The prototype works, the idea is validated, and now you need it live on a real domain with real infrastructure. This is where most
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
IBM Bob writes a Vault secrets engine
For about five years or so, I've reverse-engineered my way through building Vault secrets engines (AKA a type of plugin). While Vault has a number of them alrea
Medium · AI
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
Docker vs Kubernetes vs Podman ☸️
Understanding what each tool does, when to use it, and how they fit into modern container workflows Continue reading on CodeX »
Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
Docker vs Kubernetes vs Podman ☸️
Understanding what each tool does, when to use it, and how they fit into modern container workflows Continue reading on CodeX »

Medium · Programming
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
Circle Three: The Docker Absurdity
Why You Ship a Whole Elephant in a Box to Deliver a Fly Continue reading on Medium »
Dev.to AI
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
Your CI Is Always Broken. Your AI Agent Has No Idea What to Do About It.
In any real codebase, CI always has something failing. The hard part isn't finding failures — it's knowing which ones block a release. Here's an MCP server that
DeepCamp AI