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AI-Powered
Kubernetes Optimization

Eliminate over-provisioning with autonomous Kubernetes rightsizing and GPU optimization driven by usage data and ML forecasting.
dashboard_Kubernetes_utilization_shrank
Zero-Downtime Live Migration
DevZero enables seamless microVM migration between nodes—with no restarts, no dropped connections, and no impact to running workloads. Whether you're rebalancing compute, draining nodes for upgrades, or optimizing cost, your applications keep running uninterrupted.

It's the foundation for resilient infrastructure—and now, even your most demanding AI jobs stay live, adaptive, and continuously available.
Intelligent Instance Selection
DevZero dynamically selects the optimal node instance type for your workloads—maximizing bin packing efficiency and improving overall utilization. By analyzing workload behavior in real time, our system chooses the right CPU/memory profile to meet SLOs while minimizing resource waste.

The result? Higher density per node, fewer underutilized instances, and significant savings—without sacrificing performance. It’s automatic infrastructure efficiency, purpose-built for engineers who care about cost and scale.
Real-Time Workload Optimization
DevZero continuously adjusts CPU and memory allocations for pods and containers—without restarts. This ensures your services scale responsively to actual demand, reducing over-provisioning and idle costs while maintaining performance. Unlike static resource requests, DevZero’s automation keeps workloads tightly aligned with usage, unlocking significant efficiency gains.
backend-service utilization
Static Requests: 60%
DevZero Automation: 95%
Workload Usage
Static Requests
DevZero Automation
Host System
Hardware Extensions
KVM Hypervisor
Type 2 Virtualization
Container Runtime
microVM-001
ISOLATED
Linux Kernel 6.16-rc7
REST API
Network
Storage
Metadata
Hardened Isolation with MicroVMs
DevZero gives you the ability to run workloads inside a dedicated microVM with its own kernel, backed by KVM virtualization. This architecture isolates CPU, memory, storage, and network at the VM level - significantly reducing the blast radius of any compromise. It mitigates entire classes of Kubernetes vulnerabilities tied to hostPath, hostNetwork, and hostPID, while preserving the agility and speed of containers.

Now, even your AI-generated code runs in true isolation - secure by default, without the overhead. Whether it's experimental pipelines or production inference, every workload is shielded from privilege escalation risks.
Real-Time Visibility
Get deep visibility into every workload. Generate telemetry data for CPU, memory, GPU, and network activity to optimize resource utilization.
Kubernetes Cost Optimization screenshot 1

Implementation Made Simple

Get your Kubernetes monitoring up and running in under 30 seconds with just one command

1
Copy Command
2
Paste & Run
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See Results
â–¶ DevZero
Connect your Kubernetes Cluster

Step 2: Run installation and setup commands

curl -XPOST -H 'Authorization: Bearer dzu-r7TsCBYe8SATK84DZbhCuF_0FvxOdhs5c0Y9ze9eeaY=' -H "X-Kube-Context-Name: $(kubectl config current-context)" "https://dakr.devzero.dev/dakr/installer-manifest?cluster-provider=other" | kubectl apply -f -

âś“ One command installs our operator and starts collecting data

Terminal
user@k8s-cluster:~$

Your Dashboard is Ready!

Data is already flowing from your cluster

Benefits

DevZero helps platform teams unlock higher utilization, lower cloud bills, and smoother scaling—without rewriting a single workload. Through live rightsizing, intelligent instance selection, and adaptive automation, you get performance that matches demand and cost that matches reality.
Cost
Reduce Over-Provisioning
Eliminate over-provisioning by dynamically rightsizing CPU and memory requests in real time. Your workloads get exactly what they need—no more, no less—cutting cloud waste without sacrificing performance.
Kubernetes Cost Optimization screenshot 1
Speed
Caching and Scaling
Optimize performance across your Kubernetes clusters through intelligent autoscaling, caching, and bin packing. Real-time adjustments keep services responsive, even under fluctuating load.
Observability
Visibility Like Never Before
Track resource usage across every workload, team, and environment. DevZero surfaces dynamic vs. static allocations so you can spot inefficiencies, control spend, and drive better infra decisions.
CPU Memory and GOU requests and limits
Cut Kubernetes Costs with Smarter Resource Optimization
DevZero helps you unlock massive efficiency gains across your Kubernetes workloads—through live rightsizing, automatic instance selection, and adaptive scaling. No changes to your app, just better bin packing, higher node utilization, and real savings.
Reduce Your Cloud with Live Rightsizing MicroVMs
Run workloads in secure, right-sized MicroVMs with built-in observability and dynamic scaling. Eliminate waste and pay only for what’s actually used.