Kubernetes GPU Sharing: MIG vs. MPS vs. Time-Slicing Explained
Adi Steiner
GPU sharing in Kubernetes lets multiple pods use the same physical GPU, rather t...
Cost Optimization
The Kubernetes Scheduler: How Pod Placement, Bin Packing, and Autoscalers Actually Fit Together
Nic Vermandé
Most production Kubernetes clusters look 30–40% utilized while the cluster autos...
AKS Workload Optimization: A Practical Guide to Rightsizing, Scaling, and Node Pool Design
Rob Croteau
AKS workload optimization is the continuous practice of aligning pod resource re...
Multi-Cloud Kubernetes Optimization: A 2026 Strategy Guide for EKS, GKE, and AKS
Konstantin Zelmanovich
At scale, every platform or DevOps team runs into the same challenge: Kubernetes...
AWS EC2 Cost Optimization: What Actually Reduces Your Compute Bill
Daniel Kleinstein
What is AWS EC2 cost optimization? AWS EC2 cost optimization is the continuous p...
Amazon EKS Workload Optimization: How to Rightsize, Scale, and Eliminate Waste
Konstantin Zelmanovich
Amazon EKS workload optimization is the practice of continuously aligning pod re...
Reducing GPU Cold Start Times in Kubernetes: Patterns and Solutions
Nic Vermandé
Three years ago, GPU infrastructure conversations centered on training. Organiza...
HPA’s Three Architectural Flaws (And Why Your Autoscaling Keeps Failing)
Nic Vermandé
The Promise vs. Reality of HPA HPA is the most deployed autoscaler in Kubernetes...
Why Pod Rightsizing Fails in Production: A Deep Dive into VPA and What Actually Works
Nic Vermandé
The Cost of Stagnation Kubernetes has evolved through three eras: survival (get ...