Use Cases

One platform.
Every Kubernetes challenge.

From edge fleets to multi-cloud cost optimization, from CI pipelines that verify to leaving ArgoCD behind. 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
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60%
OpEx reduction
$200k+
Annual savings
11x
Cost efficiency

Migrate from ArgoCD / Flux

Keep GitOps. Drop the control plane.

The native engine drives Helm from the agent already in your cluster. Standard Helm releases, drift detection every 60 seconds, and a per-addon migration that adopts live resources without restarting a pod.

No delivery controller to upgrade or be on call for
Releases in standard helm.sh/release.v1 storage
Adoption via helm --take-ownership, no traffic blips
Sync windows, self-heal, and SOPS all carried over
Read the full story
7
Pods removed
0
Pods restarted
60s
Reconcile sweep

Kubernetes Cost Optimization

Most overspend is not waste. It is misplacement.

Rightsizing shaves a few percent. The money is in where workloads run, what the platform costs to operate, and whether moving is cheap enough that you ever actually do it.

Place workloads by what they actually need
No per-cluster platform fee, no delivery controller RAM
Published benchmarks instead of spec-sheet vCPUs
Portability as the hedge against the next repricing
Read the full story
60%
OpEx reduction
11x
Cost efficiency
30 vCPU
Free forever

CI/CD Pipelines

Your pipeline can deploy. Teach it to verify.

Keep GitHub Actions or GitLab CI. Add a CLI that validates cluster changes on a pull request, waits for a real rollout on merge, and posts a root cause instead of a red X.

Server-side validation before the cluster sees the change
apply --wait blocks until the rollout verifies healthy
AI diagnosis with live cluster context, no model key in CI
Scoped machine tokens instead of a kubeconfig
Read the full story
0
Kubeconfigs in CI
1 line
CLI install
3
Agents to copy

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
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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.