Skip to main content
AI
  • Get started with AI

    • Red Hat AI

      Accelerate the development and deployment of enterprise AI solutions.

    • AI learning hub

      Explore learning materials and tools, organized by task.

    • AI interactive demos

      Click through scenarios with Red Hat AI, including training LLMs and more.

    • AI/ML learning paths

      Expand your Red Hat OpenShift AI knowledge using these learning resources.

    • AI quickstarts

      Focused AI use cases designed for fast deployment on Red Hat AI platforms.

    • No-cost AI training

      Foundational Red Hat AI training.

  • Featured resources

    • Red Hat OpenShift AI
    • Open source AI for developers
    • AI product application development
    • Open source-powered AI/ML for hybrid cloud
    • AI and Node.js cheat sheet

Red Hat AI Factory with NVIDIA

Red Hat AI Factory with NVIDIA is a co-engineered, enterprise-grade AI solution for building, deploying, and managing AI at scale across hybrid cloud environments.

Learn
  • Self-guided

    • Documentation

      Find answers, get step-by-step guidance, and learn how to use Red Hat products.

    • Learning paths

      Explore curated walkthroughs for common development tasks.

    • Guided learning

      Receive custom learning paths powered by our AI assistant.

    • See all learning
  • Hands-on

    • Developer Sandbox

      Spin up Red Hat's products and technologies without setup or configuration.

    • Interactive labs

      Learn by doing in these hands-on, browser-based experiences.

    • Interactive demos

      Click through product features in these guided tours.

  • Browse by topic

    • AI/ML
    • Automation
    • Java
    • Kubernetes
    • Linux
    • See all topics
  • Training & certifications

    • Courses and exams
    • Certifications
    • Skills assessments
    • Red Hat Academy
    • Learning subscription
    • Explore training
Build
  • Get started

    • Red Hat build of Podman Desktop

      A downloadable, local development hub to experiment with our products and builds.

    • Developer Sandbox

      Spin up Red Hat's products and technologies without setup or configuration.

  • Download products

    • Red Hat Enterprise Linux
    • Red Hat AI
    • Red Hat OpenShift
    • Red Hat Ansible Automation Platform
    • See all products
  • Featured

    • Red Hat build of OpenJDK
    • Red Hat JBoss Enterprise Application Platform
    • Red Hat OpenShift Dev Spaces
    • Red Hat Developer Toolset
  • References

    • E-books
    • Documentation
    • Cheat sheets
    • Architecture center
Community
  • Get involved

    • Events
    • Live AI events
    • Red Hat Summit
    • Red Hat Accelerators
    • Community discussions
  • Follow along

    • Articles & blogs
    • Developer newsletter
    • Videos
    • Github
  • Get help

    • Customer service
    • Customer support
    • Regional contacts
    • Find a partner

Join the Red Hat Developer program

Download Red Hat products and project builds, access support documentation, learning content, and more.

ConsoleDocsSupport Search
New For you

Recommended

We'll recommend resources you may like as you browse. Try these suggestions for now.

  • Product downloads
  • Cheat sheets
  • Red Hat Developer learning portal
  • Developer blog
  • E-books
  • Developer Sandbox
Log in

Get more with a Red Hat Developer account

  • Product downloads
  • Console access
  • Event registration
  • Training & trials
Explore more account benefitsLog in or register

A subscription may be required for some services.

Contact us

Announcing right-sizing for OpenShift Virtualization

April 28, 2025
Vanessa Martini Darshan Vandra
Related topics:
DevOpsHybrid cloudObservabilityVirtualization
Related products:
Red Hat Advanced Cluster Management for KubernetesRed Hat OpenShift Virtualization

    Allocating the appropriate amount of CPU and memory to namespaces and virtual machines is essential to ensure efficient performance and cost optimization, especially with today’s growing number of clusters. Proper right-sizing prevents over-provisioning, waste of resources, an increased risk of financial burdens, under-provisioning, and severe performance issues.

    In this article, we will focus on the developer preview release of the new right-sizing functionality and provide guidance for Red Hat OpenShift Virtualization users as part of Red Hat Advanced Cluster Management.

    Advanced Cluster Management features & benefits

    The benefits of right-sizing:

    1. Optimized resource utilization: Preventing idle resource allocation with under-provisioning, thus maximizing infrastructure efficiency.
    2. Cost efficiency: Helping reduce costs by avoiding over-provisioning, lowering operational expenses by making the best use of available resources.

    Right-sizing recommendations (powered by Prometheus recording rules) are available in two dedicated Grafana dashboards as part of the Red Hat Advanced Cluster Management console. They provide a great starting point for users willing to have more visibility on resources and concrete information to formulate effective action plans.

    1. Right-sizing recommendations at the cluster and namespace levels: The enhanced developer preview is available as of July 2024. Here is a snapshot of this feature.

    2. Right-sizing recommendations at the pod level (virtual machine name): The developer preview became available in March 2025. Take a look at an overview of this newly added feature.

         

    By leveraging Prometheus recording rules, the following metrics are used to provide right-sizing recommendations for virtual machines over different time aggregations:

    1. CPU Usage: kubevirt_vmi_cpu_usage_seconds_total
    2. Memory Usage: kubevirt_vmi_memory_available_bytes - kubevirt_vmi_memory_usable_bytes
    3. CPU Request: kubevirt_vm_resource_requests{resource="cpu"}
    4. Memory Request: kubevirt_vm_resource_requests{resource="memory"}
    5. VM running status: kubevirt_vm_running_status_last_transition_timestamp_seconds

    There are key prerequisites for making use of the latest right-sizing recommendations. For more information on the installation steps and disclaimers, please refer to the documentation.

    A developer preview of OpenShift Virtualization

    The developer preview release of right-sizing recommendations for OpenShift Virtualization is provided in a dedicated Grafana dashboard in Red Hat Advanced Cluster Management that allows users to access a snapshot of the following:

    1. The current total CPU overestimation across virtual machines in a cluster
    2. The current total CPU underestimation across virtual machines in a cluster
    3. The current total memory overestimation across virtual machines in a cluster
    4. The current total memory underestimation across virtual machines in a cluster

    These four additional tables give an overview of utilization by virtual machine:  CPU overestimation, CPU underestimation, memory overestimation, and memory underestimation.

    1. Assess CPU/memory utilization for each virtual machine: The percentage of CPU/memory utilized is relative to the amount requested. Above 100% means that you are using more than you need. When it's below 100%, you are asking for more than you need.
    2. Investigate CPU/memory usage for each virtual machine: The amount of CPU/Memory actually used.
    3. Evaluate CPU/memory request for each virtual machine: The amount of CPU/Memory currently requested.
    4. Access CPU/memory recommendations for each virtual machine: The amount of CPU/Memory actually recommended - powered by Prometheus recording rules.
    5. Spot CPU/memory overestimation/underestimation for each virtual machine: The amount of overestimated CPU/memory (highlighted in red) or underestimated (highlighted in yellow).

    The information can be filtered by cluster, namespace, and preferred time aggregation (e.g., 15/30 days).

    Note: 

    By clicking on each virtual machine, you will be directed to a different dashboard, where you can benefit from two time series charts, depicting CPU and memory utilization over time.

    What's next?

    We are working on the productization of right-sizing recommendations for OpenShift Virtualization. While we are planning a technology preview release, we welcome your feedback. You can share your questions and recommendations with us using the Red Hat OpenShift feedback form.

    Last updated: December 3, 2025

    Related Posts

    • Improved Right Sizing experience in Red Hat Advanced Cluster Management for Kubernetes (RHACM)

    • Monitor OpenShift Virtualization at scale with Red Hat Advanced Cluster Management for Kubernetes: Part 1

    • Monitoring OpenShift Virtualization at scale with Red Hat Advanced Cluster Management: Part 2

    • Create software templates for VMs with OpenShift Virtualization

    Recent Posts

    • What's new for developers in Red Hat Enterprise Linux 10.3 and 9.9

    • Control multicluster costs with right-sizing in Red Hat Advanced Cluster Management 5

    • Lightbits is now certified for Red Hat OpenStack Services on OpenShift

    • What's new in Red Hat OpenShift 5 for developers

    • On-demand screen context in Red Hat Developer Hub intelligent assistant

    What’s up next?

    Learn how to create and manage virtual machines using Red Hat OpenShift and the Developer Sandbox in this hands-on activity.

    Start the activity
    Red Hat Developers logo

    Platforms

    • Red Hat AI
    • Red Hat Enterprise Linux
    • Red Hat OpenShift
    • Red Hat Ansible Automation Platform
    • See all products

    Build

    • Developer Sandbox
    • Developer tools
    • Interactive tutorials
    • API catalog

    Quicklinks

    • Learning resources
    • E-books
    • Cheat sheets
    • Blog
    • Events
    • Newsletter

    Communicate

    • About us
    • Contact sales
    • Find a partner
    • Report a website issue
    • Site status dashboard
    • Report a security problem

    Red Hat Developer

    Build here. Go anywhere.

    We serve the builders. The problem solvers who create careers with code.

    Join us if you’re a developer, software engineer, web designer, front-end designer, UX designer, computer scientist, architect, tester, product manager, project manager or team lead.

    Sign me up

    Red Hat legal and privacy links

    • About Red Hat
    • Jobs
    • Events
    • Locations
    • Contact Red Hat
    • Red Hat Blog
    • Inclusion at Red Hat
    • Cool Stuff Store
    • Red Hat Summit
    © 2026 Red Hat

    Red Hat legal and privacy links

    • Privacy statement
    • Terms of use
    • All policies and guidelines
    • Digital accessibility
    Ask AI