Clear Thinking in Data, Cloud, and AI
Practical insights from real-world cloud, data, and AI engineering
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Why the Cloud & Integration Engineer Role Is AI-Resilient
As AI rapidly accelerates software development, many engineers are asking a reasonable question: “Will my role still matter in an AI-driven future?” For roles centered on feature development alone, that concern is valid. For Senior Cloud & Integration Engineers, the answer is clear: This role is not only resilient to AI — it becomes more…
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Azure DevOps Branching Strategy: When (and When Not) to Maintain Multiple Release Versions
Updated guidance for solo founders, small teams, and SaaS builders In 2021, I published a beginner-friendly guide on Azure DevOps branching and…
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Azure DevOps Branching and Release Strategy (Beginner to Production-Ready Guide)
Last updated: 2025 If you’re new to Azure DevOps Git branching and confused by GitFlow diagrams, release branches, and pull requests—this guide…
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Building Secure Azure Identity Without Entra ID P2: A Solo Founder’s Playbook
When you’re an early-stage founder, security still matters — but every dollar does too. Recently, I went through the process of hardening…
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Major move in U.S. AI + Science
The U.S. Department of Energy has announced partnerships with 24 organizations to support the Trump administration’s Genesis Mission, accelerating scientific discovery with…
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Why the Cloud & Integration Engineer Role Is AI-Resilient
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Azure Tenant vs Subscription vs Landing Zone (Plain English Guide)
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Building a FinOps Cost Intelligence Dashboard on Azure: From Raw Data to Operational Insight
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The Microservices Trap
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Most people still confuse AI Agents, Automations, and Chatbots
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The information on this weblog is provided “as is,” without warranties of any kind, and confers no rights. The content reflects my personal views and does not represent the thoughts, intentions, plans, or strategies of any organization with which I am affiliated. Discussion and differing viewpoints are welcome; however, I reserve the right to moderate or remove comments that are abusive, profane, rude, or anonymous. Please keep the conversation respectful and constructive.