The AI/ML Engineer Roadmap Nobody Actually Finishes (But You Should Try)
Okay real talk — if you've googled "how to become an AI/ML engineer" you've drowned in roadmap images that are just... a wall of logos. TensorFlow log…
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Exploring WebAssembly on the Server Beyond the Browser
After spending over seven years designing distributed enterprise backends using managed frameworks like C# and Java, I recently stepped outside my hab…
Testing CAST AI on GKE: A Hands-On Kubernetes Workload Optimization Lab
Kubernetes makes it easy to define CPU and memory requests for our applications. But there is a problem: How do we know whether those resource request…
The AWS AI Services Map: Choosing the Right Service for Every Use Case in 2026
AWS now offers over 30 AI and ML services. The breadth is impressive — but it also means teams frequently pick the wrong tier, over-engineer solutions…
Manjaro i3: Essential Shortcut Commands for Ultimate Productivity
Originally published on tamiz.pro . Switching to i3 from a traditional desktop environment like GNOME or KDE is a paradigm shift. You trade mouse-driv…
Automating Dell PowerProtect Backup on AWS: A Terraform-Based Approach
Organizations running Dell PowerProtect backup on AWS face a recurring challenge: the multi-appliance ecosystem — PPDM (PowerProtect Data Manager), DD…
Subscription-per-environment was never the real question
Every landing zone conversation eventually lands on the same fork: subscription-per-team or subscription-per-environment. Pick one, defend it in the d…
AWS Cheatsheet
🏆 AWS SAA-C03 CHEAT SHEET 📋 TABLE OF CONTENTS**** Exam Domain Breakdown Exam Framework Thinking Process Well-Architected Framework Service Selection M…
Как мы тестируем Kubernetes‑операторы в MWS Cloud Platform
Сегодня Kubernetes стал де-факто стандартом для развёртывания SaaS-приложений и сервисов. Практически каждый разработчик работает с ним ежедневно, но …
AWS VPC — Your Private Network in the Cloud, Explained from the Ground Up
🌐 AWS Session 9 — Amazon VPC Private Networking · Subnets · Internet Gateway · Route Tables · Security Groups · NACLs · NAT Gateway Part of my AWS lea…
Cherry-picking your hotfix twice is the real pipeline smell
We had a gitflow pipeline that looked clean on paper: develop feeds a release branch, the same build artifact promotes through dev, qa, sit, uat, and …
Google ADK: Introduction to AI Agent Development
Nota: ✋ This post was originally published on my blog wiki-cloud.co Introduction Artificial intelligence is evolving at an unprecedented pace and is t…
A Practical Guide to Azure PostgreSQL: Migration, Replicas, and Tuning ☁️🐘
In this post, I summarize my hands-on experience completing the Microsoft Applied Skills: Configure and migrate to Azure Database for PostgreSQL asses…
Debugging a Broken Ingress Setup: A Step-by-Step Walkthrough
This post documents a real debugging session that started with a simple symptom — example.com wouldn't load — and ended up uncovering several separate…
SAP BTP Fundamentals: SAP BTP Architecture Principles
Introduction Enterprise architecture serves as the foundation for designing scalable, secure, resilient, and business-aligned technology solutions. As…
SAP BTP Fundamentals: SAP BTP Enterprise Architecture
Introduction Enterprise Architecture (EA) provides the strategic blueprint that aligns business objectives, technology investments, business processes…
SAP BTP Fundamentals: SAP BTP Governance
Introduction As organizations increasingly adopt cloud technologies to modernize business processes and accelerate digital transformation, governance …
Zero to Multi-Region: High Availability Serverless with Cloud Run and Cross-Region Failover & Failback
Google just made multi-region Cloud Run significantly easier. Here is the full picture; what changed, what it means in practice, and how to build it r…
Migrating Storage Gateways from Amazon Linux 2 to AL2023 After the EOL Deadline
The end of standard support for Amazon Linux 2 was June 30, 2026 – which has now passed. If you are still running AL2-based Storage Gateway appliances…
Claude Opus/Sonnet Voice Mode, Open-Weight Model Cost Savings, & GitHub AI Agent Security
Claude Opus/Sonnet Voice Mode, Open-Weight Model Cost Savings, & GitHub AI Agent Security Today's Highlights This week's top stories focus on majo…
The AWS Cleanup We Keep Putting Off (I Let an Agent Do It)
It started with a billing alert. Estimated charges had crossed $250. Not scary money, but enough to make me look. And what actually caught my attentio…
Serverless: When It Helps and When It Hurts
Introduction Serverless computing has become a buzzword in cloud architecture. But like any tool, it has sweet spots and sharp edges. After building a…
Cybersecurity Beginner's Dilemma: Navigating Specialized Areas and Next Steps for Focused Learning
Introduction: Strategic Entry into Cybersecurity The cybersecurity domain operates as a dynamically evolving ecosystem, characterized by the rapid eme…
Building a Low-Cost AI Brainrot Video Pipeline on Cloudflare
Short-form video tools often look like a single button, but the product experience is really a small distributed system. A useful pipeline has to acce…
A Free Cloud Coding Task Should End With Zero Orphaned Resources
You do not need to wait for the next AI-agent product announcement to test a cloud coding workflow. MonkeyCode Online is available now: its official R…
Why You Can't Just Mount an S3 Bucket and Start Editing
Everyone who's tried pointing an NLE at a mounted S3 bucket has hit the same wall. Browsing folders is slow. Scrubbing stutters or hangs. The usual fi…
Introducing RegionCheck: Test Endpoints from AWS, Azure, and Google Cloud Regions
Today I'm excited to launch RegionCheck , a tool for testing, monitoring, and debugging endpoints from cloud regions around the world. The idea is sim…
How to Fix Email Not Working on Render (SMTP Blocked) 🚀
If you've deployed your application on Render and noticed that emails are not being sent, you're definitely not the only one. I recently faced this is…
The most expensive outages return HTTP 200
A 500 is an unexpected jolt from your sleep, while a 200 silently drains your savings. That's the bug you never get trained for. All is functioning. E…
I gave an AI agent the same deployment on four clouds.
Full disclosure up front: I run one of the four platforms in this test (redu.cloud), so take my framing with that in mind. I recorded every run raw an…