Comparisons
Moving Off Northflank After the Security Incident: A Simple Guide
Northflank told customers to assume their secrets were exposed. Here is how to rotate your keys and move your apps to Ankra, in five plain steps.
Author
Mark Shine
Mark writes about Kubernetes operations, CI/CD, AI-driven platform engineering, and the practical economics of running infrastructure - grounded in the day-to-day work of building Ankra.
Articles by Mark Shine
Platform Engineering
What Is an Internal Developer Platform? One Platform From Startup to Enterprise
An internal developer platform gives every team a self-service path to production and the organisation one place to govern it all. Learn what an IDP includes and how one platform serves a two-person startup and an enterprise of many teams.
Platform Engineering
Ship to Kubernetes Without Tickets, Not Guardrails
Learn how to ship to Kubernetes without tickets using GitOps, standard templates, scoped access, and deployment workflows that preserve production control.
Cost Optimization
Cheaper Than Hetzner: The Cheapest On-Demand Kubernetes on the Internet
Every Ankra Playground size costs less than the Hetzner server of the same shape, with Kubernetes, TLS and storage included. The math, and the fine print.
Observability
Our Logging Stack Worked For Two Years. It Was Also Shipping Logs As Admin.
We turned a production OpenSearch stack into a reusable Ankra stack profile. The parameterisation exercise turned into an audit, and it found credentials that went nowhere, a security config that was never applied, and a retention policy pointed at every index in the cluster.
AI
Ten Claude Developers, a €350K Bill, and the Kimi K3 Cluster It Takes
What 10 heavy Claude developers cost, why one 8xB200 server cannot run Kimi K3, and the UpCloud cluster that could.
Kubernetes
One Command From Docker Compose to Kubernetes, Data Included
A compose stack on a VM, a Kubernetes cluster on Ankra, and the databases in between. ankra migrate up plans, converts, deploys, dumps and restores, then does it once more for the cutover. Here is what one command has to promise, and how the CLI keeps that promise.
AI
A Managed AI Stack for Developers: Private, Under Your Control, Costed to the Token
Public AI chat quietly leaks IP and breaks NDAs. Deploy a private chat and API on a GPU you own: your data stays home and every token has a known price.
AI
One Prompt to a Live URL: The Anatomy of an Agent-Shipped Product
We gave an AI agent one paragraph: build an animated deep sea facts page, wire it to our private GPU, ship it. It came back with a live URL. Here is how.
AI
Build a Fleet of AI Agents on UpCloud Kubernetes
From an empty UpCloud account to a Kubernetes cluster running a team of AI agents, each with its own personality, chat channel and keys, all building through GitOps.
Kubernetes
Falling Behind on Kubernetes Versions Now Has a List Price
Three releases a year, 14 months of patches, and a 6x cluster fee when you lapse. How to turn Kubernetes upgrades from a dreaded project into a routine.
Security
Your Scanner Found 4,000 Findings. It Made Zero Decisions.
Three weeks ago we called CVE scanners a layer-seven answer for teams who skipped the layer-one work. Then we shipped one. Here is why that is not a contradiction, and what a vulnerability finding has to become before it is worth anything.
Comparisons
Kubermatic vs Ankra: Do You Want to Run a Kubernetes Factory, or Just Ship Software?
Kubermatic KKP is an open source factory for manufacturing Kubernetes clusters at density, and you are the one who runs the factory. Ankra is the platform your team does not have to operate. An honest comparison from a fellow European vendor.
Engineering
Ankra is now ankra.ai: Rewritten in Go, Ready for What's Next
A new name, a new engine, and the biggest release we have ever shipped: the Go rewrite, an AI that owns the incident loop, passkey security, European multi-cloud, and Ankra on your phone.
Cost Optimization
Hetzner Repriced. Here Is the Math for Your Kubernetes Cluster.
On June 15, Hetzner raised cloud prices, with some instance families more than doubling. A worked-numbers look at what a production Kubernetes cluster costs now, and why the real lesson is portability, not provider loyalty.
Comparisons
Spectro Cloud vs Ankra: Managing the Metal, or Running What Lives On It?
Spectro Cloud's Palette is a serious enterprise platform for provisioning Kubernetes estates from the OS up. Ankra is an AI-native platform for running everything that happens on Kubernetes from the app down. The honest comparison, including when Palette is the right call.
Observability
Prometheus vs VictoriaMetrics: When the Default Stops Being the Answer
Prometheus is the right first monitoring stack for almost everyone, and the wrong last one for a growing minority. An honest comparison of the two, the cardinality wall that forces the question, and how to run either (or both) on Ankra.
Observability
Kubernetes Logging in 2026: Elasticsearch, OpenSearch, Loki, or Just Renting It from Your Cloud
Every logging decision is secretly one question: how much of your log data do you index? A working comparison of Elasticsearch, OpenSearch, Grafana Loki, and cloud services like GCP Logs Explorer, with real pricing math and a decision framework.
AI
Building Pipeline Agents with the Ankra CLI
A practical guide to wiring an infrastructure agent into your CI: review comments on pull requests, deploy verification on merge, and Slack reports that contain an actual root cause instead of a red X.
AI
Using Cursor with the Ankra CLI as an Infrastructure Subagent
Cursor is good at application code but loses context the moment a change crosses into Kubernetes, Helm, and CD pipelines. Adding the Ankra CLI as an infrastructure subagent gives it cluster-aware grounding so developers and platform teams can work on the same artifacts.
Comparisons
Komodor vs Ankra: Observe Your Kubernetes, or Operate It?
Komodor's Klaudia is a good AI SRE. Ankra is the next step: an AI that operates the full lifecycle of your apps and infrastructure, runs on any Kubernetes you bring, and keeps Git as the source of truth. Here's the honest comparison.
Stacks
How a 5-Person Team Cloned Production for Local Dev and Never Looked Back
A real walkthrough of using Ankra Stacks to clone production-like infrastructure for local development, on-demand staging, QA review, and client demos. From OrbStack on a laptop to GitHub Actions to production.
Edge Computing
Kubernetes on the Edge: One Platform to Rule Them All
Edge Kubernetes is exploding, but our operational tooling has not kept up. Here is how Ankra delivers a true single pane of glass combining AI-powered troubleshooting, native GitOps, and stack cloning to turn weeks of cluster setup into minutes.
AI
AI Incident Management: From Alert to Resolution in Minutes
Stop drowning in alerts. Learn how Ankra's AI-powered incident management delivers root cause analysis and actionable fixes directly to Slack, reducing debugging time from hours to minutes.
Stacks
Delivery that understands your stack
Traditional CI is fine. Delivery is where teams still bleed time. Learn how Ankra transforms delivery from a scripting problem to a graph problem, reducing pipeline build time from weeks to hours.
Try it yourself
Run it on your own application.
Connect a repository and a cluster. Ankra builds, deploys and operates it with you.
From something you built to something people use.
- Deploy from your repository
- Run on infrastructure you choose
- Operate with your team and agents