GitHub Actions architecture review gate for Azure pull requests
TL;DR: An architecture review gate is a GitHub Actions job that checks every pull request against thresholds you set for Well-Architected score, hig…
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TL;DR: An architecture review gate is a GitHub Actions job that checks every pull request against thresholds you set for Well-Architected score, hig…
Introduction As cloud-native applications continue to gain traction, developers are increasingly looking for efficient ways to deploy their services…
Kubernetes 1.34 reaches end of life upstream on October 27, 2026 . If you run it on EKS, GKE, or AKS, that date by itself changes very little. Each…
When a credible standard appears next to work you already own, most of that work quietly splits into three piles you cannot tell apart by looking: t…
Voice Agents in Microsoft Foundry: Inside the Realtime Speech-to-Speech Architecture (and Why Function Calling Is Harder Than It Looks) Why this mat…
Quick bit of background so you know who's talking. I didn't do computer science. I flew helicopters for a living for a few years, and at some point…
Foundry Local: What It Actually Means to Ship AI Inference Inside Your App, Not Behind an API Day 4 of the Foundry 100 Days / 100 Blogs series. Tabl…
This week's Microsoft-ecosystem signal splits into two buckets: AI plumbing you can wire up in an afternoon (model routing, serving open-weight mode…
Recently, I saw a LinkedIn post discussing " MCP vs API " and felt like we needed to choose one. But I don't think we do, as each option solves a di…
Popular DR Strategies in Cloud: Backup and Restore (Lowest Cost, Slowest Speed) Pilot Light (Low Cost, Moderate Speed) Warm Standby (Higher Cost, Fa…
Introduction As part of learning and preparing for a migration from Azure DevOps pipelines to GitHub Actions , I decided to build a small practice p…
Cloud platforms are often described as highly available and resilient. That can create a dangerous assumption: If my application is hosted in Azure,…
Azure Synapse → Databricks: A Migration Playbook That Survives Production A field-style guide for Lead / Senior Data Engineers moving Dedicated SQL…
Upgrading a production database? Don't make production your test environment. A safer approach is to restore production to a separate Azure MySQL se…
This article is Part of a series on running vLLM on AKS and walks through creating an AKS cluster with a GPU node pool, deploying vLLM onto it, and…
Link to the Source Code As a data engineer, I spend my days designing clean, optimized data structures. But at home, I face a much tougher crowd: my…
How we wired an Azure DevOps pipeline to a Logic App Standard running on an internal App Service Environment, hit six real-world failures on the way…
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…
This article provides a step by step comparison of the same research agent built three times, on Google ADK, AWS Strands and Microsoft Agent Framewo…
All three hyperscalers now ship an agent framework, and all three speak A2A. The protocol page will tell you that is the interoperability story fini…
Automating end-to-end flows like user registration, password resets, or OTP verifications often hits a wall when dealing with emails. Automating UI…
Microsoft Fabric has extended customer-managed key (CMK) encryption to cover temporary data generated during Spark job execution. This is not a mino…
Efficient CI/CD Pipelines for Azure Kubernetes Services (AKS): Automation and Scalability In modern cloud-native environments, Continuous Integratio…
Digital transformation has led companies to organize their infrastructure and development processes in entirely new ways. To address the challenges…
Part 3 of the User Connectivity Architecture series. Introduction The first post in this series described the pattern: a heartbeat on a timer, an Ev…
Multi-agentic architectures can pose challenges from an observability perspective. Each agent within a workflow makes its calls to its own toolset a…
CryptoCabana: Azure Cloud CTF Walkthrough 🏖️ Introduction Room: TryHackMe - CryptoCabana Category: ☁️ Cloud Difficulty: Medium Objective: Exploit a…
The Situation Our team's CI/CD pipeline on Azure DevOps was taking 15 minutes to complete on every push to develop. You'd merge a PR, grab a coffee,…
I wanted one specific piece of coverage: Microsoft Foundry (master) ├── MCP ──> live exchange-rate baseline └── A2A ──> Amazon Bedrock AgentCo…
Over the last six articles in this series I built the same currency benchmark six times, each time changing which cloud gives the orders and which c…