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cloud costs

Stop Treating GPUs Like Web Pods

Stop Treating GPUs Like Web Pods

Kubernetes schedules accelerators as opaque integers, and your bill pays for it. Share the silicon, scale on the right signal and keep weights out of the image ...
Veera Ravindra Divi | August 12, 2026 | AI infrastructure, AI serving, autoscaling, cloud costs, cloud native AI, DCGM exporter, DRA, Dynamic Resource Allocation, GPU costs, GPU scheduling, GPU sharing, GPU utilization, GPUs, inference workloads, KEDA, kubernetes, Kubernetes GPU scheduling, LLM Inference, MIG, model weights, MPS, NVIDIA GPUs, NVIDIA MIG, Prometheus, scale-to-zero, time-slicing
SRE, autoscaling, Tailscale, Kubernetes, argo cd, Kubernetes v1.33,  AI, Nelm, Kubernetes, architecture, , architecture, Rackspace, GPUs, Kubernetes, Solo.io Kubernetes cloud foundry keptn cloud-native automation

The Efficiency Era: How Kubernetes v1.35 Finally Solves the “Restart” Headache 

Kubernetes v1.35 introduces in-place resource resizing, revolutionizing how stateful workloads are managed. Discover the benefits of dynamic resource allocation, traffic distribution, and the improvements that enhance operational efficiency for platform engineers ...
Pavan Madduri | March 3, 2026 | AI/ML workloads, cloud costs, Dynamic Resource Allocation, efficiency era, FinOps, immutability, Kubernetes architecture, Kubernetes enhancements, Kubernetes v1.35, Openshift, operational efficiency, resource resizing, self-healing infrastructure, Stateful Workloads, system performance, traffic distribution, vertical scaling
Google, clusters, infrastructure, waste, cost, Mirantis, Akamai, k0smotron, kubernetes, cluster, Acorn Red Hat Kubernetes cluster

CAST AI Analysis Surfaces Massive Kubernetes Infrastructure Waste

An analysis of Kubernetes clusters deployed in cloud computing environments by more than 2,100 organizations finds the average CPU utilization across Kubernetes clusters is just 10%, with memory utilization rates standing at ...
Mike Vizard | March 5, 2025 | cloud costs, IT infrastructure, kubernetes
Kubernetes macOS Docker DaaS laptop work

KubeCon 2023: Kubernetes Docker Infrastructure

Mitch Ashley: Hey everybody, welcome back to KubeCon here, 2023 in Chicago. More great conversations. Speaking of which, my new best friend who I just met, Puneet Gupta, welcome from Amberflo. Puneet ...
Mitch Ashley | November 30, 2023 | Amberflo, best practices, cloud costs, KubeCon, kubernetes
Getting Started With Kubecost: Open Source Cost Management for K8s

Getting Started With Kubecost: Open Source Cost Management for K8s

Tools like Kubecost are an invaluable asset for any organization aiming to monitor and manage Kubernetes and cloud spending ...
Gilad David Mayaan | September 20, 2023 | cloud cost management, cloud costs, FinOps, Kubecost, kubernetes
Kubernetes cost cloud Day 2

Cloud-Native Costs Can Fool You

The decision of whether to operate an application in the cloud or keep it on-premises involves a nuanced analysis ...
Lee Atchison | August 15, 2023 | cloud, cloud costs, cloud-native applications, FinOps
AWS Extends Kubecost Alliance to Rein in K8s Costs

AWS Extends Kubecost Alliance to Rein in K8s Costs

Amazon Web Services (AWS) has extended its alliance with Kubecost to integrate a cost monitoring tool for Kubernetes with a managed instance of Prometheus monitoring software. Previously, AWS made the Kubecost cost ...
Mike Vizard | June 19, 2023 | aws, cloud cost management, cloud costs, cloud native, Kubecost, kubernetes
cloud container Kubernetes costs cost IBM

The Hidden Cost of Fixing Your Kubernetes Clusters

While the adoption of Kubernetes to speed software development has become a recipe for success in the containerized world, many organizations working to streamline and optimize their processes are encountering a major ...
Jenn Jeffers | July 13, 2022 | cloud costs, cluster management, container misconfigurations, cost management, kubernetes
Kubernetes, observability, tracing, kubernetes observability, Grafana labs, kubernetes, observe, tool, Datadog, data, observability, kubernetes Docker Granulate observability

Granulate Updates Open Source Kubernetes Profiling Tool

Granulate today released an update to its open source profiling tool that enables IT teams to investigate the behavior of multiple Kubernetes clusters across different regions and even code versions. Asaf Ezra, ...
Mike Vizard | August 26, 2021 | cloud costs, cost management, Granulate, kubernetes, observability
cloud container Kubernetes costs cost IBM

Survey Surfaces Recent Spike in Kubernetes Costs

A survey of 178 IT professionals that have deployed Kubernetes finds just over two-thirds of respondents (68%) have seen an uptick in Kubernetes costs, with an equal number either relying on monthly ...
Mike Vizard | June 29, 2021 | cloud costs, cloud-native architecture, cncf, FinOps Foundation, kubernetes, survey
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Beyond Backup: Recovering a Trusted AWS Environment in the Age of AI
15 December 2026
The Economics of Infrastructure Modernization
4 November 2026
The Economics of Infrastructure Modernization
Amazon Warns Engineers Against Tokenmaxxing as AI Costs Mount
29 October 2026
Mistral Lays Claim to AI Coding Crown
29 October 2026
The Return of a Bad Engineering Metric: When AI Token Usage Becomes Performance Theater
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1 December 2026
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MOST READ

AKS Is Growing – Along With Its Kubernetes Utilization Problem

October 6, 2026

Microsoft Bakes Linux Container Support Directly into Windows

October 2, 2026

RapidFort Creates Multiple Alliances to Better Secure Cloud-Native Applications

October 6, 2026

ActiveState Allies with Docker to Harden Software Artifacts

October 22, 2026

Mirantis Adds Service to Facilitate Migrations Off VMware Platforms

October 29, 2026

RECENT POSTS

Mirantis Adds Service to Facilitate Migrations Off VMware Platforms
Cloud-Native Architecture Features Kubernetes Social - Facebook Social - LinkedIn Social - X Topics 

Mirantis Adds Service to Facilitate Migrations Off VMware Platforms

October 29, 2026 Mike Vizard 0
One Hub, 34 Clusters: Lessons From a GitOps Control Plane at Scale
Contributed Content GitOps Kubernetes Platform Engineering Social - Facebook Social - LinkedIn Social - X Topics 

One Hub, 34 Clusters: Lessons From a GitOps Control Plane at Scale

October 27, 2026 Nitish Mane 0
AI Didn’t Break Kubernetes Optimization. GPUs Did.
Container/Kubernetes Management Contributed Content Kubernetes Observability Social - Facebook Social - LinkedIn Social - X Topics 

AI Didn’t Break Kubernetes Optimization. GPUs Did.

October 26, 2026 Eli Birger 0
How Kubernetes Workload Identity Actually Works at the Protocol Layer
Contributed Content Kubernetes Social - Facebook Social - LinkedIn Social - X Topics 

How Kubernetes Workload Identity Actually Works at the Protocol Layer

October 26, 2026 Michael Carter 0
Why Cloud-Native Software Testing Requires Rethinking What a Passing Test Actually Means
Cloud-Native Architecture Cloud-Native Development Contributed Content Microservices Social - Facebook Social - LinkedIn Social - X Topics 

Why Cloud-Native Software Testing Requires Rethinking What a Passing Test Actually Means

October 23, 2026 Sancharini Panda 0
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