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Your LLM Has a Spending Problem - How Prompts, Context Windows, and Agent Loops Quietly Torch Your Budget
Everybody loves AI until the invoice shows up! Not the cute "we spent a few hundred dollars experimenting" invoice that gets hand-waved away as innovation spend. I mean the kind of invoice that makes finance suddenly become deeply curious about architecture decisions they previously considered engineering trivia, while operations and/or product teams insist everything is still technically a pilot, and leadership starts asking whether we can "optimize this" as though that thou

Shannon
5 days ago12 min read


Fresher Is Not Faster - Why Cloud Costs Refuse to Show Up in Real Time!
As with previous blog posts, all code can be found here! The Norns sat beside the Well of Urd weaving fate into the roots of Yggdrasil. The thread was already spun long before anyone knew how the story would end, and by the time the consequences arrived, they were simply discovering decisions that had already been made. I found myself thinking about that recently (HUGE Norse mythology fan) after yet another conversation about cloud billing, because the parallels are stronger

Shannon
Jun 2610 min read


WSUS Is Deprecated. That's Not Really the Story.
You'd be surprised by the kinds of questions I get from customers these days. A lot of them start in places that feel familiar enough. Someone wants to understand Microsoft's decision to deprecate WSUS. Someone else is trying to figure out whether Azure Update Manager makes sense for their environment. Another customer is looking at Linux for the first time after spending most of their career in Windows-centric shops. On the surface, those sound like completely different conv

Shannon
May 306 min read


Contributor is Not the Magic Wand You May Think it is!
The code referenced in this blog can be found here ! There are still moments when Azure catches me by surprise. Back when I first moved away from traditional on-prem environments, I was convinced the Contributor role was almost identical to Owner , just without the ability to manage access or view billing. Simple, right? Turns out that was completely wrong, and what I learned since then keeps saving me headaches every time I spin up a new environment. My goal of this post is

Shannon
Dec 6, 20255 min read


Turns Out Even I Can Mix Up Azure Policy and Service Groups. Oops.
a.k.a. Here's Your Full Guide to Understanding Azure Cloud Governance Without Losing Your Mind or Sanity Cloud governance is one of those topics that sounds straightforward until you start hearing people use the same five words to describe completely different things. You walk into a meeting and someone says, “We should solve this with Azure Policy,” and someone else responds, “We need a Blueprint,” and a third person chimes in with, “This belongs in our Service Group model.”

Shannon
Nov 25, 20255 min read


Identifying Over-Privileged Identities Using Microsoft Graph
All code for this blog can be found here . I keep hearing more and more interest by customers I work with in exploring Cloud...

Shannon
Sep 26, 20256 min read


Why Platform Engineering Is the DevOps You Actually Wanted!
I think we can all agree, DevOps has been the north star for engineering teams trying to ship software faster, safer, and more reliably...

Shannon
May 31, 20254 min read


Trends in Cloud Spending: A 2025 Perspective
It's 2025! If you've been living under a rock the last 10-15 years, you may not know that the global cloud computing industry is...

Shannon
May 10, 20253 min read


CNAPP vs. CSPM: What’s the Difference, Why They Matter, and How to Choose the Right Tools
Cloud security feels a little like alphabet soup sometimes. You hear terms like CSPM , CNAPP , CWPP , CIEM — and it can all start to...

Shannon
Apr 26, 20253 min read


How to Find Log Ingestion Data Across All Log Analytics Workspaces Using KQL
If you're managing multiple Log Analytics workspaces in Azure Monitor (like one of my customers recently), keeping track of log ingestion...

Shannon
Mar 19, 20253 min read


How to use Key Vault for ARM Template Deployments
Something I always felt wasn't called out well is how to use Key Vault secrets with ARM Templates. The Azure Quickstart Repository on...

Shannon
Jul 8, 20212 min read
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