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OpenUBA

Free#15 of 20 in User and Entity Behavior Analytics Software

OpenUBA: A flexible self-hosted framework for teams building custom UEBA models. Ranked #15 of 20 in User and Entity Behavior Analytics Software by our editors (7.6/10); pricing: Open source; best for teams building custom UEBA models.

7.6/10Editor score
OpenUBA7.6 Visit OpenUBA

At a glance

  • Editor score
    7.6 / 10
  • Pricing
    Open source
  • Best for
    Teams building custom UEBA models
  • Paid from
    Free
  • Deployment
    On-premises
  • Facts checked
    20 Sep 2026
OpenUBA screenshot
  • Where it wins

    • Supports multiple ML frameworks, registries, data loaders, and execution jobs.
    • Visual flow builder combines threshold and deviation-based detection logic.
    • Includes model lifecycle management, risk tracking, cases, alerts, and an SDK.
  • Where it doesn't

    • Requires self-hosted Docker or Kubernetes deployment.
    • The project is currently marked beta by its maintainers.
    • Entity coverage and response automation are limited.

Our verdict on OpenUBA

OpenUBA is an open-source User and Entity Behavior Analytics framework for security analytics teams building custom detection workflows. It supports user and entity analysis through model lifecycle management, anomaly detection, alerting, case investigation, and entity-risk tracking. The platform is available through web, API, and self-hosted deployments, with a Kubernetes-native design for managing, training, and executing inspectable models.

Its strongest differentiator is breadth for teams that want to assemble their own analytics stack. OpenUBA supports scikit-learn, PyTorch, TensorFlow, Keras, NetworkX, and Spark MLlib models, with registries spanning GitHub, OpenUBA Hub, Hugging Face, Kubeflow, and local filesystems. Data loaders cover local CSV files, Elasticsearch, Spark, and grouped sources. Visual flow graphs let teams compose threshold- and deviation-based rules, while isolated Docker and Kubernetes jobs separate model training and inference. Managed JupyterLab workspaces and a Python SDK add options for development and automation.

Deployment and operational maturity are the main considerations. OpenUBA requires self-hosted Docker or Kubernetes deployment, so it suits organizations prepared to manage infrastructure rather than teams seeking a hosted UEBA service. JWT authentication, role-based access control, and configurable permissions support controlled access. An optional LLM assistant can connect to Ollama, OpenAI, Claude, or Gemini. The project is marked beta, and its focus is model construction and transparent workflows rather than broad verified entity coverage or extensive response automation. Choose OpenUBA when flexibility, inspectability, and an open-source model lifecycle matter most; consider an alternative if you need a managed deployment or more developed automated response capabilities.

Your product? Our editors can test OpenUBA in depth and publish a review, labelled as paid · from $149/mo →

OpenUBA pricing

Plans Open sourceFree Free to use — no paid tier required for the core job.
See plans on github.com

OpenUBA fact sheet

Free planNot verified
Paid fromFree
DeploymentOn-premises
Entity coverageusers; entities
Data retentionNot verified
Data sourcesNot verified
Anomaly methodsHybrid
Response automationNot verified
DeploymentSelf-hosted
PlatformsWeb
SupportCommunity, Docs
Built forMid-market, Enterprise (editorial estimate)
Integrations10 integrations: GitHub, OpenUBA Hub, Hugging Face, Kubeflow, Elasticsearch, Apache Spark …
PricingOpen source
Websitegithub.com
Facts checked20 Sep 2026

OpenUBA integrations

OpenUBA lists 10 integrations on its own site.

  • GitHub
  • OpenUBA Hub
  • Hugging Face
  • Kubeflow
  • Elasticsearch
  • Apache Spark
  • Ollama
  • OpenAI
  • Claude
  • Gemini

Alternatives to OpenUBA

See all OpenUBA alternatives →

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Featured on iTechGuides

Featured on iTechGuides — OpenUBA 7.6/10

OpenUBA is listed in our User and Entity Behavior Analytics Software directory. Add the badge to your site — it links back to this page.

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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

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