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platform engineering

Why Kubernetes Cost Allocation and Cloud Bills Don’t Match

Why Kubernetes Cost Allocation and Cloud Bills Don’t Match

A few months ago, I found myself looking at a Kubernetes cost report and a cloud invoice side by side. The numbers didn’t match. Not because of a bug or a calculation ...
Ozlem Tanrikulu | July 1, 2026 | cloud cost management, Cost Allocation, FinOps, kubernetes, platform engineering, Prometheus
GitOps Wasn't Built for Models, and It Shows

GitOps Wasn’t Built for Models, and It Shows

GitOps won the deployment argument. Everything goes in Git, the cluster reconciles itself to match, and your repository becomes the one place that tells you what’s actually running. It’s clean and auditable ...
Latika Chawla | June 19, 2026 | AI infrastructure, GitOps, machine learning, MLOps, platform engineering
When Your Cluster Won't Sit Still: The Hidden Cost of Kubernetes Autonomy During Incidents

When Your Cluster Won’t Sit Still: The Hidden Cost of Kubernetes Autonomy During Incidents

I’ve spent the better part of the last few years on the receiving end of Kubernetes pages, both as an operator and as someone building tooling for platform teams. The pattern I’ve ...
Uudit Misra | June 15, 2026 | GitOps, incident response, kubernetes, observability, platform engineering
Ten Years of the Operator Pattern: What We Got Right, What We’d Change

Ten Years of the Operator Pattern: What We Got Right, What We’d Change

CoreOS introduced the operator pattern in November 2016, and nearly a decade later operators are everywhere. Almost every CNCF graduated project ships one, every database vendor offers one, and every platform team ...
Ketankumar Jani | June 5, 2026 | cloud native, devops, kubernetes, Operators, platform engineering
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 Inference Bottleneck: Architecting Kubernetes Autoscaling for Production LLMs 

Generative AI (GenAI) is moving into production, but native Kubernetes autoscaling is fundamentally broken for large language model (LLM) inference ...
Pavan Madduri | May 15, 2026 | kubernetes, LLMs, platform engineering
Kubernetes in Production: Where Platform Decisions Break Down

Kubernetes in Production: Where Platform Decisions Break Down

Kubernetes is often described as “free,” but that assumption falls apart in production. What looks like a complete platform is only a foundation. Everything required to run real workloads reliably sits outside ...
Alex Vakulov | May 11, 2026 | cloud infrastructure, devops, kubernetes, platform engineering, Platform Operations
Istio Weaves ‘Future-Ready’ Service Mesh for AI 

Istio Weaves ‘Future-Ready’ Service Mesh for AI 

At KubeCon + CNC 2026, Istio unveils Ambient Multicluster and the Gateway API Inference Extension to simplify AI infrastructure. Learn how sidecar-less mesh and agentgateway secure agentic workloads and boost deployment velocity ...
Adrian Bridgwater | March 27, 2026 | agentgateway, AI infrastructure, AI Workloads, Ambient Multi-cluster, cloud native, cncf, data plane, Gateway API Inference Extension, generative AI, Istio, KubeCon 2026, kubernetes, microservices, Node Proxy, observability, platform engineering, service mesh, Sidecar-less Mesh, traffic management, Waypoint Proxy
Kubernetes cost cloud Day 2

Build Cost Awareness Into Your Kubernetes IDP 

How platform teams can make cost efficiency a natural outcome of following the golden path — not a billing surprise discovered three weeks after deployment ...
Sandeep Bharadwaj Mannapur | March 27, 2026 | Cost Visibility, FinOps, Golden Path, internal developer platform, kubernetes, platform engineering, shift-left
visibility, runtime, eBPF Packet-Level Visibility to Workloads

Why Your Kubernetes Network is Still a Black Box — And How to Fix It

Kubernetes networking failures are hard to diagnose. Learn how eBPF and Microsoft Retina provide real-time network observability across your cluster ...
Uudit Misra | March 17, 2026 | eBPF, kubernetes, Network Observability, observability, platform engineering
KubeCon, cloud native, ai, cloud-native,

Pod Requests Are the Input to Every Kubernetes Cost Control Loop

Pod CPU and memory requests drive Kubernetes scheduling, autoscaling and cost allocation. Learn why rightsizing them improves cost control ...
Rafael Brito | March 17, 2026 | cloud native, Cost Optimization, FinOps, kubernetes, platform engineering
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Modernizing Manufacturing: How to Move from Legacy Infrastructure to Cloud-Ready Operations
18 August 2026
Modernizing Manufacturing: How to Move from Legacy Infrastructure to Cloud-Ready Operations
Migrating Self-Managed Apache Solr Workloads to Amazon OpenSearch Service
28 July 2026
Migrating Self-Managed Apache Solr Workloads to Amazon OpenSearch Service
From Pilot to Production: AI that Delivers Business Outcomes
27 July 2026
ADR vs. EDR: Why EDR Isn’t Enough in the AI Era
19 August 2026
ADR vs. EDR: Why EDR Isn’t Enough in the AI Era
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DevOps in the Age of AI Native
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ThreatHunter.ai Halts Hundreds of Attacks in the past 48 hours: Combating Ransomware and Nation-State Cyber Threats Head-On

ThreatHunter.ai Halts Hundreds of Attacks in the past 48 hours: Combating Ransomware and Nation-State Cyber Threats Head-On

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MOST READ

Microsoft Introduces Execution Containers to Keep AI Agents in Check

June 4, 2026

Komodor Brings Autonomous AI to SRE With Reliability-First Cloud Optimization

June 10, 2026

Google OpenRL Tames AI Model Tuning, Kubernetes-Style

June 17, 2026

DevZero Launches Automation Platform to Dynamically Rightsize Kubernetes Clusters

June 9, 2026

Linkerd 2.20, the Latest Release of the Cloud-Native Service Mesh, Arrives

June 24, 2026

RECENT POSTS

Why Kubernetes Cost Allocation and Cloud Bills Don’t Match
Container/Kubernetes Management Contributed Content Social - Facebook Social - LinkedIn Social - X 

Why Kubernetes Cost Allocation and Cloud Bills Don’t Match

July 1, 2026 Ozlem Tanrikulu 0
The AI Native Stack Already Exists. We’ve Been Calling It Cloud Native
Features Resources Social - Facebook Social - LinkedIn Social - X 

The AI Native Stack Already Exists. We’ve Been Calling It Cloud Native

June 30, 2026 Alan Shimel 0
How Cloud Native Became the AI Native Stack
Resources 

How Cloud Native Became the AI Native Stack

June 30, 2026 Alan Shimel 0
Rediscovering RocksDB – Embedded Storage in Cloud-Native Applications
Cloud-Native Storage Contributed Content Social - Facebook Social - LinkedIn Social - X Topics 

Rediscovering RocksDB – Embedded Storage in Cloud-Native Applications

June 30, 2026 Swapneswar Sundar Ray 0
AWS Stretches Elastic Kubernetes Service to Full Private Networking
Features Kubernetes Security Social - Facebook Social - LinkedIn Social - X 

AWS Stretches Elastic Kubernetes Service to Full Private Networking

June 26, 2026 Joab Jackson 0
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