Converting Helm charts to Agent Skills I used an AI agent to convert a Helm chart to an Agent skill, and discuss the benefits of using skills to install workloads on Kubernetes.

I replaced a manual task with an agent skill: configuring and installing a complex workload (vLLM) on Kubernetes. Rather than designing it to deploy via a complicated Helm chart, I replaced the Helm chart with the skill. WDYT?

medium.com/itnext/conve...

#Kubernetes #AgentSkills

The Challenge of ConfigMap rollouts in Kubernetes Kubernetes does not roll out changes to ConfigMaps automatically. This discusses the history of the issue and the two prevailing solutions.

In this post I cover the history of how/why the problem with ConfigMap updates exists in Kubernetes, what the current most common solutions are (AFAICT), and how I decided to handle it in ConfigHub, at least for now.

medium.com/@bgrant0607/...

#Kubernetes #GitOps

Vetting Kubernetes configuration with Kyverno prior to deployment Kyverno is a policy-as-code tool for Kubernetes that enforces state-based policy constraints, which can be used with ConfigHub.

Congrats to the Kyverno project for achieving graduated status in the CNCF.

I wrote a post about Kyverno and how to use it to vet Kubernetes configuration prior to deployment, and how to use Kyverno with ConfigHub.

medium.com/@bgrant0607/...

#Kubernetes #Kyverno #PolicyAsCode

Kubernetes Strategic Merge Patch What is Kubernetes Strategic Merge Patch, and why does it exist?

Have you wondered why “strategic merge patch” is called that? Have you wondered why it exists?

This post covers its history.

itnext.io/kubernetes-s...

#kubernetes #gitops

Thanks for having me on! It was fun.

Abstraction is the wrong way to simplify configuration Abstraction of configuration through parameterization and encapsulation of configuration generators contribute to configuration complexity.

I believe that abstraction, as typically implemented, is not the right way to simplify configuration.

medium.com/@bgrant0607/...

I expect most of you disagree. Have you used simple abstractions of configuration?

#Kubernetes #GitOps #InfrastructureAsCode #PlatformEngineering

Tech Veterans’ New Approach To Eliminate ‘Configuration Hell’ Startup ConfigHub treats configuration as data rather than relying on endless opaque files generated in CI/CD pipelines.

Overview of ConfigHub and the problems we are trying to solve on TNS: thenewstack.io/tech-veteran...

Configuration needs an API If configuration had an API, you could build and use tools to edit, inspect, and validate configuration.

Are you tired of writing the same kinds of configuration templates over and over again? Do you wish that configuration changes weren't so manual and error-prone?

Configuration as data could change that.

medium.com/@bgrant0607/...

#Kubernetes #GitOps #InfrastructureAsCode

If you'd like some tooling around that YAML, you may be interested in taking a look at ConfigHub.

itnext.io/introducing-...

What is Bidirectional GitOps? An explanation of bidirectional GitOps and why and when it can be useful.

If you've ever had to "break glass" and change the state in the cluster directly rather than through git, you probably had to update the values or templates in git by hand afterwards. What if you could do that automatically?

medium.com/@bgrant0607/...

#Kubernetes #GitOps

How are Variants managed in ConfigHub? Variants — similar but different related configurations — are very common. How does ConfigHub manage them using WET configuration?

Is maintaining multiple copies of fully rendered WET configuration feasible? How does ConfigHub do it without templates or patches? Is it even simpler?

Hopefully this post will answer those questions:
medium.com/@bgrant0607/...

#Kubernetes #GitOps

CNCF-hosted Co-located Events North America 2025: Building the Next Gen GitOps-based Platf... View more about this event at CNCF-hosted Co-located Events North America 2025

colocatedeventsna2025.sched.com/event/28D6R/...

kccncna2025.sched.com/event/27FeG/...

Introducing ConfigHub Why ConfigHub manages configuration as data.

The past couple of weeks I've written about Configuration as Data.

This week I'm unveiling ConfigHub:
medium.com/@bgrant0607/...

If you're going to KubeCon and/or FluxCon in Atlanta, come see ConfigHub in action at our sessions. Links in a followup.

#Kubernetes #GitOps #InfrastructureAsCode

A concrete example of Configuration as Data A simple, concrete example of Configuration as Data.

Last week I defined "Configuration as Data". This week I sketched a real, if trivial, example of what that looks like in the context of Kubernetes, and compare it with Helm.

medium.com/@bgrant0607/...

#Kubernetes #GitOps #InfrastructureAsCode

KubeCon + CloudNativeCon North America 2025: GitOps Without Variables - Brian Grant &... View more about this event at KubeCon + CloudNativeCon North America 2025

The talk:

kccncna2025.sched.com/event/27FeG/...

What is Configuration as Data? Explanation of “Configuration as Data” and its potential benefits.

What is Configuration as Data? Why would anyone want to use that approach to manage configuration?

I wrote a brief post to explain it:
medium.com/@bgrant0607/...

If you already use the rendered manifest pattern, you're partway there.

I'll bee talking about it at Kubecon.

#Kubernetes #GitOps

I shouldn’t have to read installer code every day I don’t want helm charts to be my interface to off-the-shelf components on a daily basis. Kubernetes resources are simpler.

Do you use the rendered manifest pattern? Or when a project has a plain YAML installation, do you choose that? Do you wish you could? In this post, I explain why I do, using a specific chart as an example.

medium.com/@bgrant0607/...

#kubernetes #helm #gitops #infrastructureascode

Coding agents have turned a corner Coding agents can now find and cherrypick the context they need, and plan and perform multi-step tasks.

I've been trying AI coding assistants and agents for the past year. They finally seem good enough to use. WDYT?

medium.com/@bgrant0607/...

What coding agents have you had success with?

Kubernetes Configuration and Infrastructure as Code Taxonomy A glossary of Kubernetes Configuration and Infrastructure as Code (IaC) terminology.

I've used quite a few terms in my posts, and sometimes they are misunderstood. So I created a glossary. Let me know what you think.

medium.com/@bgrant0607/...

Is this useful? Not useful? Do you agree with my definitions?

#kubernetes #infrastructureascode #gitops

Managing Applications across Fleets of Kubernetes Clusters What tools are available to manage applications across a fleet of Kubernetes clusters?

What tools are available for managing applications across fleets of Kubernetes clusters? I took a look at what's out there. This is what I found.

medium.com/@bgrant0607/...

Did I miss your favorite tool?

#Kubernetes

A couple posts from our other investors:
pear.vc/confighub-ra...

encoded.vc/investment-i...

We finally have a website! And a few more clues regarding what we're up to.

www.confighub.com/news/configh...
crane.vc/announcing-c...
techcrunch.com/2025/03/26/c...

Benefits and Challenges of Infrastructure From Code What is Infrastructure From Code, how does it differ from IaC, and what are its benefits and challenges?

What is Infrastructure From Code, and what are its benefits and challenges?

medium.com/@bgrant0607/...

#infrastructureascode #infrastructurefromcode

Abandoned Kubernetes Configuration Ideas From the beginning of the Kubernetes project, I had ideas and opinions about how declarative configuration should be supported. That led to…

I thought would be fun to revisit configuration-related proposals that didn't make it into Kubernetes.

medium.com/@bgrant0607/...

Do you think we should have merged any of those proposals? What do you think is missing from the K8s resource configuration toolbox?

#kubernetes

Non-Infrastructure-as-Code-based Cloud and Kubernetes management and automation tools There is an another world of automation tools outside Infrastructure as Code (IaC) that can achieve many of the same objectives, and even…

What are your favorite non-Infrastructure-as-Code automation tools for operations? Have you used notebook-based runbooks? If you also use IaC, how do you deal with drift?

medium.com/@bgrant0607/...

#infrastructureascode #kubernetes

Can Configuration Languages (DSLs) solve configuration complexity? Can configuration languages dramatically reduce configuration complexity?

What are configuration languages (aka DSLs)? Why would someone use one? Why would someone create a new one? Do they significantly reduce configuration complexity?

medium.com/@bgrant0607/...

#infrastructureascode #kubernetes

Should all developers learn Infrastructure as Code? Should all developers deploying to the cloud and/or Kubernetes learn how to use Infrastructure as Code (IaC) tools?

Should all developers deploying to the cloud and/or Kubernetes learn how to use Infrastructure as Code (IaC) tools? Can they use IaC tools without understanding how they work and/or without understanding the underlying cloud APIs?

medium.com/@bgrant0607/...

#infrastructureascode #kubernetes

Infrastructure as Code is too generic Infrastructure as Code tools currently have no awareness of the purposes of configured resources or of the operations being performed.

'IaC tools do not “understand” the operational semantics of the infra.'

What does that mean? What are the consequences? Does it have to be that way? Are there tools that do understand more of the semantics?

medium.com/@bgrant0607/...

#infrastructureascode #infrastructurefromcode #kubernetes

How Infrastructure as Code tool implementations differ from imperative tools’ How Infrastructure as Code is different from imperative user interface surfaces from an implementation point of view.

I'm working on a post about imperative management and automation tools. First I thought it would be useful to discuss how implementations of Infrastructure as Code tools differ from imperative user interface surfaces.

medium.com/@bgrant0607/...

#infrastructureascode

Packages in Infrastructure as Code If you’ve used Infrastructure as Code (IaC), you’ve almost certainly used IaC packages. This post digs deeper into their uses and pitfalls.

Following up my previous couple posts about the mechanisms and capabilities of Infrastructure as Code and as background for upcoming posts, I wrote an overview of a primary construct of most IaC tools: packages.

medium.com/@bgrant0607/...

#infrastructureascode #kubernetes #gitops