In the previous post I showed how we can use GitOps and CAPI/CAPZ to declaratively provision AKS clusters. To make these clusters production ready they should meet a set of certain requirements. …

A new team in the organization comes to a platform administrator and asks to provision a new AKS cluster for their new project. The platform admin answers “Sure! Why not?”, takes their beloved Terraform scripts or even an IaC pipeline running the scripts and provisions a new cluster. Having done…

Seldon Core supports Canary deployment strategy out-of-the-box. Recently I was looking for some samples/references describing that feature, so I can point a customer to, but everything I found was overcomplicated IMHO. The whole point of using this feature in Seldon Core is that it’s actually extremely simple to deploy an…

Whenever you decide to expose API of your K8s hosted applications, so it’s publicly available outside of the K8s cluster and outside of your private network, you want to protect it with authorization. When it comes to API you don’t need any login pages or SSO approaches as it happens…

Seldon Core is a popular open-source framework to deploy machine learning models on a Kubernetes cluster. It’s lightweight, simple and it gives a number of impressive instruments to build a powerful ML inference service. One of the most interesting feature, in my opinion, is the ability to build scoring pipelines…