---
title: What Kubegrade is (and isn’t)
slug: what-kubegrade-is-and-isnt
createdAt: 2026-02-24T01:06:16.638Z
---

# What Kubegrade is

### Kubegrade is a Kubernetes operations platform focused on <u>day-2 operations</u>, including:

- Upgrade management
- Troubleshooting
- Drift detection
- Visualization and dependency mapping
- GitOps-based remediation
- Guided/agentic workflows with human approval
- Alert sorting
- Fleet management

It combines cluster state, configuration context, and workflow automation to help teams move from detection to action faster.&#x20;



# What Kubegrade isn’t

### Kubegrade is not:

- A replacement for your Kubernetes provider (EKS/GKE/AKS/OpenShift)
- A cluster provisioner by default
- A generic CI/CD platform
- A pure observability tool
- A “black box” auto-remediator that bypasses human review
- A simple “AI wrapper” or generic chatbot UI

Kubegrade is designed to work **with** your existing tooling and processes, not replace them. The platform emphasizes human-in-the-loop approvals and GitOps execution.