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Cloud Architecture Insights

Real-world lessons from 15+ years architecting enterprise cloud solutions. Practical insights on multi-cloud, AI/ML, FinOps, and digital transformation.

18 articles on cloud architecture, FinOps, AI, migrations, landing zones, and EU compliance.

All posts are published in English.

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Agentic AI in Production: Where Most Architectures Break and How to Fix Them
AI Architecture
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Apr 7, 202610 min read

Agentic AI in Production: Where Most Architectures Break and How to Fix Them

The more useful your AI becomes, the more dangerous it becomes. After reviewing and building agentic systems across regulated industries — including a 25-API agentic platform at Autodesk — here are the architecture patterns that survive security review, audit, and production scale. And the ones that don’t.

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Agentic AI in Production: Where Most Architectures Break and How to Fix Them
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When to Hire a Cloud Architect in Europe — and What to Look For
Cloud Architecture
Mar 28, 20267 min read

When to Hire a Cloud Architect in Europe — and What to Look For

Cloud bills growing faster than revenue? Migration stuck? Compliance deadline looming? Here are 7 signs your organisation needs an independent cloud architect — not a vendor or a DevOps hire — plus the 5 questions that separate a great engagement from an expensive mistake.

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Cloud Cost Optimization for European Companies: A 90-Day FinOps Playbook
FinOps
Mar 28, 20267 min read

Cloud Cost Optimization for European Companies: A 90-Day FinOps Playbook

European companies overspend on cloud by 30–40% without knowing it. GDPR adds cost layers, multi-region drives up bills, and nobody owns the spend. Here is a practical 90-day FinOps playbook — and the point at which an external FinOps consultant pays for itself.

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5 Questions Every CFO Should Ask Before Any Cloud Investment — and What the Answers Reveal
FinOps
Mar 28, 20265 min read

5 Questions Every CFO Should Ask Before Any Cloud Investment — and What the Answers Reveal

Cloud investments fail not because of technology, but because leadership does not ask the right questions upfront. These 5 questions separate successful cloud investments from expensive disappointments — and they are the same questions a good cloud consultant will ask before proposing anything.

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How to Build a Cloud Center of Excellence on Azure (Without Turning It Into a Bottleneck)
Cloud Architecture
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Feb 12, 20269 min read

How to Build a Cloud Center of Excellence on Azure (Without Turning It Into a Bottleneck)

Most Cloud Centers of Excellence fail not because they're underfunded, but because they're built as governance bodies instead of operational systems. After building and fixing CCoEs across regulated enterprises in Europe, here are the patterns that survive — and the governance model that actually scales.

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How to Build a Cloud Center of Excellence on Azure (Without Turning It Into a Bottleneck)
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FinOps for Startups vs. Enterprises: Key Differences
FinOps
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Feb 12, 20268 min read

FinOps for Startups vs. Enterprises: Key Differences

FinOps looks different at every scale. Startups use it to buy time. Enterprises use it to buy trust. After working both sides, here are the patterns that actually matter — and the mistakes that keep repeating.

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FinOps for Startups vs. Enterprises: Key Differences
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LLM Integration Patterns for Enterprise
AI Architecture
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Feb 2, 202610 min read

LLM Integration Patterns for Enterprise

Most LLM pilots fail not because the model isn't smart enough, but because the architecture treats a probabilistic model like a deterministic database. After building and dismantling multiple LLM integrations across regulated industries, here are the patterns that actually work.

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LLM Integration Patterns for Enterprise
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How I Reduced Cloud Costs by 40%: A FinOps Case Study
FinOps
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Jan 7, 20267 min read

How I Reduced Cloud Costs by 40%: A FinOps Case Study

A real FinOps correction in a large Azure estate: cost visibility via Workbooks, ownership boundaries, Well-Architected decision filters, reservations done safely, and durable operating rhythms.

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How I Reduced Cloud Costs by 40%: A FinOps Case Study
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Building Production RAG Systems: Lessons Learned
AI Architecture
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Jan 6, 20269 min read

Building Production RAG Systems: Lessons Learned

RAG is easy to demo and hard to ship. Here are the production lessons that matter most: retrieval quality, access control, evaluation, observability, cost, and reliability.

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Building Production RAG Systems: Lessons Learned
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From Developer to Principal Architect: My Journey
Leadership
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Dec 22, 20255 min read

From Developer to Principal Architect: My Journey

I didn’t plan to become an architect. Over time I realized the hardest problems weren’t solved in IDEs — they lived in ownership, constraints, governance, and the systems around the code.

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From Developer to Principal Architect: My Journey
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Agentic AI: The Future of Automation
AI Strategy
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Dec 18, 20257 min read

Agentic AI: The Future of Automation

Traditional automation breaks when reality changes. Agentic systems work differently: they own a goal, operate within constraints, and earn autonomy over time. Here’s where agentic AI works today — and how to design it with governance, cost, and accountability.

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Agentic AI: The Future of Automation
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Cloud Migration: Why "Move First, Fix Later" Still Fails (And How to Do It Right)
Cloud Architecture
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Dec 11, 20259 min read

Cloud Migration: Why "Move First, Fix Later" Still Fails (And How to Do It Right)

Lift-and-shift gets a bad reputation, but the problem isn't the approach — it's doing it blindly. Learn the five-step roadmap that separates successful cloud migrations from expensive mistakes.

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Cloud Migration: Why "Move First, Fix Later" Still Fails (And How to Do It Right)
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Why Prometheus and Grafana Matter (Even If You're Not Using Kubernetes)
DevOps
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Dec 4, 202510 min read

Why Prometheus and Grafana Matter (Even If You're Not Using Kubernetes)

Prometheus and Grafana are often associated with Kubernetes, but their real value is broader: reliable metrics, alerting, and observability for any infrastructure. Learn why they matter for teams running traditional VMs, hybrid cloud, or legacy applications — and how to get started without over-engineering.

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Why Prometheus and Grafana Matter (Even If You're Not Using Kubernetes)
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Azure Landing Zones: Technical Deep Dive for Architects
Cloud Architecture
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Dec 2, 202515 min read

Azure Landing Zones: Technical Deep Dive for Architects

The implementation companion for architects: Bicep code for management groups, Azure Policy examples for governance, hub-spoke networking patterns, and my honest take on CAF modules vs custom approaches.

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Azure Landing Zones: Technical Deep Dive for Architects
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Designing for EU Data Sovereignty & GDPR Compliance
Cloud Security
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Nov 30, 202511 min read

Designing for EU Data Sovereignty & GDPR Compliance

EU data sovereignty & GDPR compliance. Design cloud architectures that meet strict EU data sovereignty and GDPR requirements. Ensure data stays within European borders, reduce compliance risk, and build cloud strategies aligned with regulatory, security, and business needs.

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Designing for EU Data Sovereignty & GDPR Compliance
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Azure Landing Zones: A Principal Architect's Guide to Governance and Foundation Design
Cloud Architecture
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Nov 28, 202510 min read

Azure Landing Zones: A Principal Architect's Guide to Governance and Foundation Design

A field guide to Azure Landing Zones from a principal architect: management groups, policy hierarchy, identity design, hub-spoke networking, and the 10 questions that reveal whether your cloud foundation will hold. Includes what an independent governance review typically uncovers — and how to fix it fast.

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Azure Landing Zones: A Principal Architect's Guide to Governance and Foundation Design
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Multi-Cloud Architecture: From Chaos to Control
Cloud Architecture
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Nov 27, 202512 min read

Multi-Cloud Architecture: From Chaos to Control

Most multi-cloud stories begin with good intentions and end with a spreadsheet full of regret. Learn how to build intentional multi-cloud architectures that give you leverage, resilience, and cost control—without the chaos.

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Multi-Cloud Architecture: From Chaos to Control
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