<!-- Generated from the canonical HTML page. Do not edit separately. -->
# Blog - Page 5 of 6 | Ankra

Canonical: https://ankra.ai/blog/5

Page 5 of 6 of the Ankra blog. More practical guides to Kubernetes, platform engineering, GitOps and AI operations.

From the Ankra team

# The work behind the running application.

Product walkthroughs, practical engineering and ideas about building an operating platform for people and agents.

[Explore the latest articles](https://ankra.ai/blog/5#articles)  [Subscribe via RSS](https://ankra.ai/rss.xml)

[Engineering](https://ankra.ai/blog/tag/engineering)  [GitOps](https://ankra.ai/blog/tag/gitops)  [Platform Engineering](https://ankra.ai/blog/tag/platform-engineering)

[## GitOps Without ArgoCD: Inside Ankra's Native Deployment Engine](https://ankra.ai/blog/native-deployment-engine)

New Ankra clusters no longer run ArgoCD. Here is the engineering story of the native deployment engine: why we built it, how the reconcile loop works, what the migration does to your live resources (nothing), and what we have not finished yet.

[Mattias Åsell](https://ankra.ai/blog/author/mattias-asell)

June 26, 2026

8 min read

[Observability](https://ankra.ai/blog/tag/observability)  [Comparisons](https://ankra.ai/blog/tag/comparisons)  [Kubernetes](https://ankra.ai/blog/tag/kubernetes)

[## Prometheus vs VictoriaMetrics: When the Default Stops Being the Answer](https://ankra.ai/blog/prometheus-vs-victoriametrics)

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.

[Mark Shine](https://ankra.ai/blog/author/mark-shine)

June 23, 2026

10 min read

[Observability](https://ankra.ai/blog/tag/observability)  [Comparisons](https://ankra.ai/blog/tag/comparisons)  [Kubernetes](https://ankra.ai/blog/tag/kubernetes)

[## Kubernetes Logging in 2026: Elasticsearch, OpenSearch, Loki, or Just Renting It from Your Cloud](https://ankra.ai/blog/kubernetes-logging-solutions-compared)

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.

[Mark Shine](https://ankra.ai/blog/author/mark-shine)

June 19, 2026

9 min read

[Startups](https://ankra.ai/blog/tag/startups)  [Cost Optimization](https://ankra.ai/blog/tag/cost-optimization)  [AI](https://ankra.ai/blog/tag/ai)

[## The Early-Stage Infrastructure Playbook: Kubernetes Before Your First DevOps Hire](https://ankra.ai/blog/kubernetes-for-early-stage-startups)

'Don't use Kubernetes until you have a platform team' was good advice in 2019. The premises changed. What a two-to-six person company should set up in week one, what to deliberately skip, and what it actually costs: about zero.

[Mattias Åsell](https://ankra.ai/blog/author/mattias-asell)

June 16, 2026

9 min read

[AI](https://ankra.ai/blog/tag/ai)  [CI/CD](https://ankra.ai/blog/tag/ci-cd)  [GitOps](https://ankra.ai/blog/tag/gitops)

[## Building Pipeline Agents with the Ankra CLI](https://ankra.ai/blog/building-pipeline-agents-with-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.

[Mark Shine](https://ankra.ai/blog/author/mark-shine)

June 10, 2026

9 min read

[AI](https://ankra.ai/blog/tag/ai)  [Developer Experience](https://ankra.ai/blog/tag/developer-experience)  [Platform Engineering](https://ankra.ai/blog/tag/platform-engineering)

[## Using Cursor with the Ankra CLI as an Infrastructure Subagent](https://ankra.ai/blog/cursor-ankra-ai-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.

[Mark Shine](https://ankra.ai/blog/author/mark-shine)

May 21, 2026

4 min read

[AI](https://ankra.ai/blog/tag/ai)  [GitOps](https://ankra.ai/blog/tag/gitops)  [Platform Engineering](https://ankra.ai/blog/tag/platform-engineering)

[## Drafts, Approvals, GitOps: Letting an AI Build Production Without Breaking It](https://ankra.ai/blog/drafts-approvals-gitops)

AI agents have wiped real production databases this year. Replit's went down during a code freeze, Cursor's took nine seconds via Terraform. Here's how Ankra's draft-first, GitOps-backed AI gives teams a senior DevOps agent without that failure mode.

[Mattias Åsell](https://ankra.ai/blog/author/mattias-asell)

May 6, 2026

9 min read

[Comparisons](https://ankra.ai/blog/tag/comparisons)  [AI](https://ankra.ai/blog/tag/ai)  [Platform Engineering](https://ankra.ai/blog/tag/platform-engineering)

[## Komodor vs Ankra: Observe Your Kubernetes, or Operate It?](https://ankra.ai/blog/komodor-vs-ankra)

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.

[Mark Shine](https://ankra.ai/blog/author/mark-shine)

April 17, 2026

17 min read

[Stacks](https://ankra.ai/blog/tag/stacks)  [Developer Experience](https://ankra.ai/blog/tag/developer-experience)  [CI/CD](https://ankra.ai/blog/tag/ci-cd)

[## How a 5-Person Team Cloned Production for Local Dev and Never Looked Back](https://ankra.ai/blog/clone-production-environments-with-stacks)

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.

[Mark Shine](https://ankra.ai/blog/author/mark-shine)

March 22, 2026

13 min read

[Edge Computing](https://ankra.ai/blog/tag/edge-computing)  [AI](https://ankra.ai/blog/tag/ai)  [CI/CD](https://ankra.ai/blog/tag/ci-cd)

[## Kubernetes on the Edge: One Platform to Rule Them All](https://ankra.ai/blog/kubernetes-on-the-edge)

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.

[Mark Shine](https://ankra.ai/blog/author/mark-shine)

March 5, 2026

7 min read