Cloud Egress Costs: The Hidden Tax and How to Actually Audit It
Data transfer is one of the least-audited lines on a cloud bill. Here is how AWS, Azure, and GCP charge for it and how to build a repeatable egress audit.
Read more →Platform Knowledge Works
Cloud Infrastructure, DevOps, and Platform Engineering Resources
Latest Articles
Cloud Native Buildpacks Graduates: A Dockerfile Alternative Platform Teams Should Evaluate
Cloud Native Buildpacks graduated from CNCF in 2026. Here is how buildpacks compare with Dockerfiles for teams standardizing image builds.
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Kubeflow Graduates at CNCF: What Production-Ready MLOps on Kubernetes Actually Requires
Kubeflow graduated from CNCF in 2026. Here is what the milestone confirms, and what a production MLOps platform on Kubernetes still demands from your team.
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OpenTelemetry Has Graduated at CNCF: What Comes Next for Platform Teams Standardizing on It
OpenTelemetry reached CNCF's top maturity tier in 2026. Here is what graduation changes for platform teams, and what it leaves for you to decide.
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Kubernetes v1.37: What's New in the August 2026 Release
v1.37 is scheduled for August 26, 2026. The deprecations in the official sneak peek are what will break clusters — here's what is confirmed, what is still …
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Kubernetes 1.34 End of Life: A Practical Upgrade Runbook Before the October 2026 Cutoff
Kubernetes 1.34 goes end of life on October 27, 2026. Two minor-version hops stand between you and a supported release — here's the sequence, the gates, and …
Read more →Cloud Infrastructure
Cloud Egress Costs: The Hidden Tax and How to Actually Audit It
Data transfer is one of the least-audited lines on a cloud bill. Here is how AWS, Azure, and GCP charge for it and how to build a repeatable egress audit.
Read more →
Cloud Waste Reverses a Five-Year Decline: What Flexera's 2026 State of the Cloud Report Means for FinOps Teams
Wasted cloud spend rose to 29% in Flexera's 2026 report, the first increase in five years — while FinOps adoption hit 63%. Both things are true, and the reason …
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FinOps for AI Workloads: Controlling GPU Costs Without Killing Your Inference Pipelines
GPU inference is now the dominant AI spend category. How platform and FinOps teams cut waste without degrading production pipeline performance.
Read more →DevOps Practices
DORA's AI-Assisted Software Development Findings: Why AI Adoption Is Correlating With Lower Throughput and Stability
The throughput-and-stability finding comes from DORA's 2024 report. The 2025 report reversed half of it. Here's what each year actually said and what to …
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Platform Engineering and Agentic AI: How to Govern AI Agents in Your CI/CD Pipeline
AI coding agents now generate pull requests faster than teams can review them. How platform teams build the governance layer before the agents ship.
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Terraform vs Pulumi: Choosing an IaC Tool for Your Platform Team
An honest comparison of Terraform and Pulumi for platform engineering teams — covering language model, state, provider ecosystem, and the team dynamics that …
Read more →Containers & Orchestration
Cloud Native Buildpacks Graduates: A Dockerfile Alternative Platform Teams Should Evaluate
Cloud Native Buildpacks graduated from CNCF in 2026. Here is how buildpacks compare with Dockerfiles for teams standardizing image builds.
Read more →Kubeflow Graduates at CNCF: What Production-Ready MLOps on Kubernetes Actually Requires
Kubeflow graduated from CNCF in 2026. Here is what the milestone confirms, and what a production MLOps platform on Kubernetes still demands from your team.
Read more →Kubernetes 1.34 End of Life: A Practical Upgrade Runbook Before the October 2026 Cutoff
Kubernetes 1.34 goes end of life on October 27, 2026. Two minor-version hops stand between you and a supported release — here's the sequence, the gates, and …
Read more →CI/CD Pipelines
GitHub Actions vs CircleCI vs GitLab CI: 2026 Comparison
A platform engineering comparison of GitHub Actions, CircleCI, and GitLab CI in 2026 — runner models, pipeline syntax, caching, cost structure, self-hosted …
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GitHub Actions vs GitLab CI: A Platform Engineering Perspective
A platform engineering comparison of GitHub Actions and GitLab CI — runner architecture, secrets, pipeline syntax, self-hosted runners, cost, and enterprise …
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ArgoCD vs Flux: GitOps Tool Comparison
ArgoCD and Flux both implement GitOps for Kubernetes but diverge on UI philosophy, multi-tenancy, and fit for AI-workload deployment pipelines.
Read more →Developer Tools
OpenTelemetry Has Graduated at CNCF: What Comes Next for Platform Teams Standardizing on It
OpenTelemetry reached CNCF's top maturity tier in 2026. Here is what graduation changes for platform teams, and what it leaves for you to decide.
Read more →
Local Kubernetes Development Tools Compared: minikube, kind, k3d, and Rancher Desktop
A developer-focused comparison of the four major local Kubernetes options — minikube, kind, k3d, and Rancher Desktop — covering resource use, startup time, …
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Dev Containers: Reproducible Development Environments for Platform Teams
Dev Containers package development environments in a way that anyone on the team can use. Here's what they're good for and where the model breaks down.
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