Use Cases

One platform.
Every Kubernetes challenge.

From edge fleets to multi-cloud cost optimization to streamlining your dev-to-prod pipeline. See how teams use Ankra to ship faster, spend less, and sleep better.

60%
OpEx reduction
100x
Faster setup
5 min
Cluster import

AI Platform Engineer

From a prompt to production. From an incident to a fix.

An agentic AI grounded in your cluster. It turns a prompt into a versioned Stack, ships it through GitOps, diagnoses failures from real evidence, and drafts safe fixes for review - then runs your own AI workloads too.

Prompt-to-Stack generation, reviewed before it ships
Cluster-aware diagnosis from logs, events, and Git
Approval-gated, reversible remediation commits
A production runway for GPU and model workloads
Read the full story
Stack
From prompt to
GitOps
Every change
AI
Cluster-aware

Edge Computing

50 clusters. One dashboard.

Warehouses, cell towers, retail stores, factory floors. Import every cluster with one Helm command. Clone stacks in seconds. Debug remotely without SSH.

One Helm command to import any cluster
Clone hardened stacks to new sites instantly
AI troubleshooting without VPN or SSH
Cascading variables per site
Read the full story
5 min
Cluster import
1 click
Stack cloning
0
kubectl required

Multi-Cloud / On-Prem

Right workload. Right cloud. Right price.

Keep user-facing APIs on premium cloud. Move logging, backups, and AI training to cost-effective infrastructure. Same Stacks, same GitOps, same dashboard.

Provider-agnostic: EKS, GKE, AKS, Hetzner, bare metal
Same Stack definition across all clouds
Zero vendor lock-in - standard Helm + Kubernetes
Proven 60% OpEx reduction in production
Read the full story
60%
OpEx reduction
$200k+
Annual savings
11x
Cost efficiency

Local Dev to Production

From Minikube to prod. Same stack.

Build on your laptop, clone to staging, promote to production. Visual Stack Builder, AI-generated manifests, and one-click environment promotion.

Visual Stack Builder - no YAML required
AI generates manifests from natural language
One-click clone from dev to staging to prod
New engineers deploy on day one
Read the full story
Day 1
Engineer ships
1 click
Promote env
0
YAML required
Real numbers

The impact across teams

Measured results from startups to enterprises. No asterisks.

Import a new cluster
2-3 days
5 min
Replicate to 10 sites
2-3 weeks
1 afternoon
Debug a failing pod
1-2 hours
5 min
Onboard new engineer
1-2 weeks
Day 1
Compliance audit prep
3 weeks
4 hours
Promote dev to production
Hours of YAML
1 click

What powers every use case

The same platform capabilities that make edge, multi-cloud, and dev-to-prod workflows possible.

GitOps Built-in

Every deploy commits to Git. ArgoCD reconciles. Rollback is a git revert.

AI Troubleshooting

Cmd+J on any resource. AI correlates logs, events, and deploy history.

Visual Stack Builder

Drag-and-drop environments. See the dependency graph, not raw YAML.

Stack Cloning

Clone production stacks to new clusters. Add-ons and ordering preserved.

CLI, Terraform, API

Ankra CLI for scripting, Terraform provider for IaC, REST API for custom integrations.

Governance & Audit

Full audit trail with SHA, author, timestamp. Export for SOC 2 in hours.

Drift Detection

Continuous reconciliation. Manual cluster changes revert to Git state.

Real-time Monitoring

CPU, memory, network across every cluster. Fleet-wide dashboards and alerts.

Resource Browser

Navigate pods, deployments, services across your fleet. Restart and scale from the browser.

Free tier available

Ready to ship faster?

Import your first cluster in 5 minutes. No credit card required.

Get Started FreeWatch Demo