Kubernetes

Exploring AI, Kubernetes, and Multicloud Cost Management: My Latest Pluralsight Articles

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As cloud-native infrastructure, Kubernetes, AI, and multicloud strategies continue to evolve, I recently had the opportunity to publish several new articles on the Pluralsight Blog focused on some of the biggest operational and architectural trends happening right now.

These articles explore the growing role of AI in Kubernetes operations, the realities of multicloud cost management, and the rise of agentic tooling for cloud platforms.

New Blog Posts on Pluralsight.com

Agentic CLI for AKS: FAQs and how to use it

In this article, I break down Microsoft’s emerging Agentic CLI for AKS experience and explain what it actually is, how it works, and where it fits into Kubernetes operations. The post explores how the tool uses AI to assist with troubleshooting and diagnostics for Azure Kubernetes Service environments while still keeping humans in control of operational decisions.

You can read it here:

Agentic CLI for AKS: FAQs and how to use it

Best multicloud cost management tools and methods

Multicloud environments can create massive flexibility, but they also create significant operational and financial complexity. In this article, I explore practical multicloud cost management strategies, tooling approaches, and methods organizations can use to improve visibility and optimize spend across AWS, Azure, and GCP.

Read the article here:

Best multicloud cost management tools and methods

Understanding AI agents for Kubernetes

AI agents are quickly becoming one of the most interesting emerging areas in cloud-native operations. This article explores what AI agents for Kubernetes actually are, the problems they aim to solve, and some of the current tools and approaches appearing in the ecosystem. I also discuss where these systems may realistically help platform teams and where caution is still needed.

Check it out here:

Understanding AI agents for Kubernetes: Tools, use cases, and more

These topics sit at the intersection of AI, cloud engineering, Kubernetes operations, platform engineering, and FinOps, and they represent some of the biggest conversations happening across the industry right now. If you’re working in cloud-native infrastructure, platform engineering, DevOps, or AI-enabled operations, I hope these articles provide useful insight and practical perspective.

Be sure to follow my profile on Pluralsight so you will be notified as I release new courses! 

Here is the link to my Pluralsight profile to follow me:

https://www.pluralsight.com/authors/steve-buchanan

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Bridging the Clouds: Back on RunAs Radio

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It’s hard to believe, but it’s been a couple of years since I last sat down with Richard Campbell on RunAs Radio. Technology moves fast, but the cloud landscape has matured in ways that were only just beginning during my last visit.

I recently joined Richard for my third appearance on the show (Episode #1025) to talk about a challenge that is becoming the “new normal” for major SaaS providers: Expanding a Cloud-Native stack across multiple clouds.

From Single-Cloud Roots to Multi-Cloud Reality

At Jamf, we’ve built a powerful reputation for managing Apple devices at scale. Historically, our SaaS product was rooted in AWS. However, as our customer base grows, now serving over 70k+ customers worldwide the demand for flexibility grows with it.

In this episode, we discuss the journey of bringing those SaaS workloads to Azure and AKS. It isn’t just about “moving” code; it’s about architecting for consistency without losing the unique benefits of each cloud provider.

Kubernetes: The Common Ground (But Not the Whole Story)

One of the key takeaways from our chat is that while Kubernetes (AKS, EKS, GKE) provides the common operating system for the modern cloud, it isn’t a “magic wand” for multi-cloud.

To achieve true consistency, you have to look past the orchestrator and focus on the surrounding ecosystem. We dove into the complexities of:

  • IaC & Deployment: Why tools like OpenTofu are becoming essential for maintaining cloud-agnostic deployments.
  • Observability: Using Prometheus and Grafana to ensure that your SRE teams see the same data regardless of whether the backend is Azure or AWS.
  • Identity: Navigating the friction between different identity providers to ensure a seamless experience for the end user and how platforms like Okta support this.

The Docker & AI Connection

We couldn’t have a conversation in 2026 without touching on the elephant in the room: AI. As a Microsoft MVP focused on AKS and a Docker Captain, I’ve been watching closely how the Kubernetes and container ecosystem is evolving to support AI/ML workloads. Richard and I spent some time discussing how Docker, Inc. is positioning itself in this space and how developers can leverage these tools to build AI-ready applications without getting locked into a single vendor’s proprietary stack.

Reflections on a Maturing Landscape

Coming back to RunAs Radio for a third time allowed me to reflect on just how much our industry has shifted. We’ve moved past the “is the cloud safe?” phase and into the “how do we optimize for a multi-cloud world?” phase.

Whether you are a platform engineer, a developer, or a technical leader, the lessons I’ve learned at Accenture, Microsoft, helping startups, and now at Jamf while scaling across multple clouds are applicable to almost any modern enterprise.

You can listen to the full episode here: RunAs Radio #1025: SaaS on Multiple Clouds with Steve Buchanan

I’d love to hear your thoughts. Is your organization looking at multi-cloud for SaaS, or are you doubling down on a single provider?

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Speaking at Open Source North 2025 on Multi-Cloud

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I am excited to share that I will be speaking at this year’s Open Source North conference on May 29, 2025, at the University of St. Thomas in St. Paul.

This year, I’m teaming up with my fellow Jamf, Levi McCormick (Director of Engineering at Jamf), for a session that is very close to our daily reality: Multi-Cloud Without the Marketing or Designing for Multi-Cloud Without Losing Your Mind.

Why this talk? In the cloud industry, “Multi-Cloud”, “Cloud Native”, and “Iac via Terraform” are often sold as magic pills for redundancy, cost savings, unifaction and more across clouds. But for the people actually building and maintaining these systems, it can often feel like a recipe for complexity and technical debt.

At Jamf, Levi and I work on our infrastructure efforts across AWS, Azure, and GCP. We’ve learned—sometimes the hard way—what works, what doesn’t, and where the “hype” version of cloud differs from the “production” version. We wanted to build a session that focuses on the practical:

  • How to design for portability without over-engineering.
  • Managing identity, networking, and security across different providers.
  • Avoiding the “lowest common denominator” trap.
  • Keeping your sanity while managing three different clouds.

Open Source North is a great local event to the MN Tech scene because of the high-caliber community and the focus on real-world engineering. Whether you are a cloud veteran or just starting to look at a second provider, we’d love to see you there.

The Details:

If you’re attending, please connect on LinkedIn or find us after the session. We’d love to hear how your team is tackling these same challenges!

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My First Docker Captain Summit Experience

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As many of you know, I was honored to be named a Docker Captain earlier this year (2025). This week, I had the incredible opportunity to attend my very first Docker Captain Summit, and what an experience it was.

The event reminded me a bit of the Microsoft MVP Summit, but with even closer access to the Docker product teams across multiple areas. Every year, the Captain Summit takes place in a different location, bringing together Docker staff from product groups, community management, marketing, and DevRel, along with fellow Docker Captains from around the world.

At the summit, we got an inside look at Docker’s roadmap and were among the first to learn about upcoming products and initiatives. We also had the opportunity to provide direct feedback to the product teams, helping shape the future of Docker from the community’s perspective.

This year’s summit was held in Istanbul, and it was a fantastic few days of connecting with so many brilliant people. I finally met in person several Docker staff members and Captains I’ve been collaborating with online. It was also a chance to reunite with friends from Microsoft and the MVP community.

Of course, not everything we discussed can be shared publicly because of NDAs, but I can tell you that we all walked away with some exciting insights and some awesome Docker swag.

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Recent Blog Posts: MCP Servers, Dev, Multi-cloud Mastery, and Cloud Engineer Resumes

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This is a shorter post, but I wanted to take a moment to share what I’ve been working on lately. Over the past few months I’ve been publishing a steady stream of blog posts on Pluralsight, covering topics across cloud, AI, JavaScript, and beyond. There’s a lot happening in tech right now, and I’ve been fortunate to collaborate with the Pluralsight team to dive into some of these exciting areas:

Check out an overview the blog posts and use the the following links to read more:

Behind the Buzzword: What is MCP (MCP Server)?
A breakdown of MCP servers and why they matter in the evolving landscape of AI.
👉 Read the post

How to Run an LLM Locally on Your Desktop
Exploring why and how you might want to run a large language model on your own machine, with a closer look at Docker Model Runner.
👉 Read the post

What to Emphasize on Your Resume as a Cloud Engineer
Tips on showcasing the skills that make cloud engineers stand out in today’s job market.
👉 Read the post

Multicloud Mastery: How to Train Teams in AWS, Azure, and GCP
Practical advice on enabling engineering teams to work across multiple clouds with confidence.
👉 Read the post

6 Cloud Cost Optimization Strategies and Tools for AWS, Azure, and GCP
A set of proven strategies and tools to help control and reduce cloud spend.
👉 Read the post

How to Add User Authentication to Your JavaScript App
A straightforward guide to securing your JavaScript applications with simple authentication techniques.
👉 Read the post

I’ll be continuing to publish more content in the months ahead, so stay tuned for future posts on cloud-native engineering, AI, and practical developer skills. If you found these articles useful, I’d love for you to check them out and share them with your network.

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My 9th Book – The Modern Developer Experience Published on O’Reilly!

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I’m thrilled to share that my latest book, The Modern Developer Experience (ISBN: 9781098169695), is now available on O’Reilly! 🎉It is a shorter book known as a report with 4 chapters total. You can read the book on O’Reilly’s learning platform.

I am excited about this book because in today’s fast-paced tech world, developers don’t just write code, they navigate cloud platforms, cloud native tools and frameworks, integrate AI, automate workflows, and collaborate across teams to drive innovation. This book is a deep dive into the evolving role of developers and how modern tools, frameworks, and methodologies are shaping the future of software engineering.

Here is the offical book description:

DevOps has delivered transformative changes to tooling and processes, but with it comes new layers of complexity. More modern frameworks and tools, like containers, Docker, Kubernetes, Platform Engineering, GitOps, and AI can accelerate development, but understanding their unique challenges (and how to address them effectively) can make the difference between a team that struggles and one that thrives.

This report explores how organizations can improve the developer experience (DevEx) by reducing complexity, streamlining workflows, and fostering supportive environments. Whether your organization is deeply invested in DevOps or simply looking to improve team performance, this report highlights strategies to elevate your development practices and outcomes.

Here are the chapters:
1. The Modern Developer Experience

2. Raising the Bar, Providing the Right Developer Environment

3. Using AI to Enhance DevEx

4. Developer Experience and the Secure Supply Chain

📖 Whether you’re a developer, team lead, or engineering manager, this book will help you refine your processes and create an environment where developers can thrive.

🔗 Check it out here: The Modern Developer Experience on O’Reilly

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Azure Friday: Safeguard your containerized workloads using AKS backupAzure Friday:

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I am happy to share a new episode of Azure Friday. It was an honor to appear along side Senior Product Manager Rajat Shrivastava in this episode to talk about AKS Backup. I this episode we joined Scott Hanselman to explore the functionality of AKS backup in safeguarding containerized apps and their data on AKS.

Backup is frequently overlooked, only gaining significance when a failure necessitates recovery. In the realm of Containers and Kubernetes, it is often perceived as unnecessary. However, the reality is that backups are essential even for containerized environments. Microsoft has introduced a backup solution for Azure Kubernetes Service (AKS) and its workloads, leveraging Azure Backup.

In this episode we dove into the importance of backing up containers, even when they are predominantly stateless. The episode sheds light on why safeguarding containers is crucial and provides insights into the workings of AKS backup in ensuring the protection of workloads running on AKS.

In the episode we also explore questions you may have about backing up K8s and we dive into demos showing how to protect AKS with AKS backup and how to do a restore. We even took time to answer this common question “Do I really need to backup my K8s cluster if I am running stateless apps & have everything in code i.e. IaC, CI/CD, or GitOps?”. The answer is yes. In fact one should think of it this way: “GitOps & K8s Backup are like Seatbelts & Airbags”. Here is a graphic to break this down further:

You can check out the episode here:

Addtional resources on AKS and AKS Backup:
■ Backup for AKS: Cloud native, Enterprise ready, Kubernetes aware backup – https://aka.ms/azfr/766/01
■ What is Azure Kubernetes Service backup? – https://aka.ms/azfr/766/02
■ Cluster extensions – https://aka.ms/azfr/766/03
■ Prerequisites for Azure Kubernetes Service backup using Azure Backup – https://aka.ms/azfr/766/04
■ Create a Pay-as-You-Go account (Azure) – https://aka.ms/azfr/766/payg
■ Create a free account (Azure) – https://aka.ms/azfr/766/free

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From SysAdmin to Platform Engineer with Steve Buchanan on RunAsRadio

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I was recently a guest on the RunAsRadio podcast. This was the second time being on the show. The last time was 4 years ago. You can catch the old episode here: Terraform vs Bicep/ARM with Steve Buchanan.

This new episode is #924 and is titled: “From SysAdmin to Platform Engineer with Steve Buchanan“. On this new episode we talked about Platform Engineering and a bunch of other stuff.

Here is the description from the episode:

“Aren’t we all platform engineers? Steve Buchanan says yes!

But there’s more to it. Steve talks about the mindset of looking beyond individual products that we might have skills with and owning the entire problem of providing platforms for your organization to get work done.

The conversation dives into the many products that can help our applications function better and the challenge of making them secure and fast. Are containers the solution? Possibly!

It’s your platform; focus on the fundamentals and go further!“

I had a great time chatting with Richard and we didn’t even mention AI until 40 minutes in. haha

You can check out the episode here:

https://runasradio.com/Shows/Show/924

or here:

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Learn Live: Taking Your Intelligent App Global with AKS with the Steves

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I will be co-presenting an AKS Learn Live this month with Microsoft Principal Cloud Advocate Steven Murawski on “Taking Your Intelligent App Global with AKS”!. It will be moderating by Principal Product Manager Brian Redmond!


We will touch on using Azure Front Door and Fleet Manager. Description of the session:

“Once we have our intelligent application running, it’s time to make it scale. Using globally-scalable services like Azure CosmosDB and Azure Front Door, along with AKS Fleet Manager, we can take bring our intelligent apps closer to their consumers, while providing a consistent operating experience for the developers and operations personnel responsible for the service.”

You don’t want to miss this one!

Register here:

https://lnkd.in/gbJXzWSJ

__Update__

If you missed the session, no worries. You can access the lab here:

https://moaw.dev/workshop/?src=gh:smurawski/moaw/learn_live_spring_2024/workshops/aks_global_scale/

You can watch the recording of it here:

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Platform Engineering Panel

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I am excited to be on another panel for the Come Cloud With Us folks!

This time this panel is focused on Platform Engineering. It will be at the end of February. You wont want to miss this panel! Here is more info about the panel:

When:

Thursday, February 29, 2024 at 4:00 PM to 5:30 PM CST

Where:

Online event

The Panel:
Steve Buchanan – Principal Program Manager at Microsoft
Kaslin Fields – Developer Advocate at Google
Marino Wijay – Cloud Native Solutions Engineering and Advocacy at Solo
Michael Levan – Chief Engineer/Consultant, Content Creator, and Trainer
Saim Safdar – Technical Leader and CNCF Ambassador
Kat Morgan – Developer Advocate at Pulumi
Whitney Lee – Staff Technical Advocate at VMware
Robin Smorenburg – Lead Cloud Architect – Azure MVP & CNCF Ambassador

Register:

https://www.meetup.com/comecloudwithus/events/298689442

**Update**

If you missed the live stream, no worries. You can watch the recording here:

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