Notes from the racks
Cloud Insights for teams running production workloads
Cloud migration playbooks, managed Kubernetes practice, infrastructure cost control, backup and disaster recovery, and EU data residency — written by the engineers who operate the Antyxsoft platform, not by a content agency.
Written by platform engineers
Field-tested, not theoretical
New analysis every month
Latest articles
34 articles
How-to/
6 min read
Sizing a GPU instance: what to put around the accelerator
A GPU is only as fast as the CPU, memory and disk feeding it. How to size the rest of the instance so the accelerator is the bottleneck.
Sep 2, 2026
Cost/
6 min read
Moving a training pipeline off a hyperscaler without stopping it
You cannot pause research for a migration. A sequenced move that keeps runs going: data first, then one reproduced run, then a shadow period.
Sep 2, 2026
Cost/
5 min read
What a training run actually costs
The hourly rate is rarely more than half the bill. The five line items that make up the rest, and how to measure cost per completed run.
Sep 2, 2026
How-to/
6 min read
Ingress, LoadBalancer or NodePort: exposing a service without guessing
Three ways to get traffic into a Kubernetes cluster, what each one actually costs, and the decision rule that stops you paying for twelve load balancers.
Aug 31, 2026
How-to/
5 min read
Upgrading a production Kubernetes cluster without downtime
The pre-flight checks, the PodDisruptionBudgets that make a node drain safe, the upgrade order, and why there is no rollback for a control plane.
Aug 31, 2026
How-to/
5 min read
Persistent volumes on managed Kubernetes: what to use for what
Block, file and object storage in a cluster: which primitive fits which workload, the access-mode rules that surprise people, and the reclaim policy that deletes production data.
Aug 31, 2026
Backup/
5 min read
RPO and RTO in plain numbers
How to turn two abstract acronyms into a backup plan you can defend in a post-incident review, with the arithmetic that decides your architecture.
Aug 23, 2026
Migration/
5 min read
From docker-compose to Kubernetes without wrecking your weekend
A staged path from a working docker-compose stack to a production Kubernetes deployment, including the four things that always break.
Aug 23, 2026
Cost/
5 min read
Leaving AWS: an exit plan for a mid-size workload
A sequenced plan for moving a mid-size production workload off a hyperscaler, with the costs and gotchas that only show up halfway through.
Aug 23, 2026
How-to/
5 min read
A working 3-2-1 backup setup with Veeam
A concrete Veeam configuration implementing 3-2-1-1-0 against object storage with immutability, plus the retention arithmetic and the settings people get wrong.
Aug 23, 2026
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