venator  by nianticlabs

Threat detection platform for rule management and deployment

Created 11 months ago
383 stars

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Project Summary

Venator is a flexible threat detection platform designed to simplify the management and deployment of detection rules, particularly within Kubernetes environments. It addresses challenges in monitoring scheduled detection jobs, troubleshooting failures, and managing rule complexity, offering an adaptable engine for security analysts and engineers.

How It Works

Venator treats each detection rule as an independent job, enabling flexible query execution and result handling. Rules specify their own query engines (e.g., OpenSearch, BigQuery) and publishers, allowing parallel querying of different data lakes and delivery of findings to multiple destinations like BigQuery or Pub/Sub. This modular design ensures that individual rule failures are isolated.

Quick Start & Requirements

  • Install: Deploy via Helm charts on Kubernetes.
  • Prerequisites: Kubernetes cluster, Helm.
  • Links: Deployment Guide

Highlighted Details

  • Rule Definition: Detection logic and exclusion lists defined in YAML for simplicity.
  • Query Engine Agnostic: Supports multiple query engines, avoiding vendor lock-in.
  • LLM Integration: Enables enhanced signal analysis for lower-confidence findings.
  • Automated Deployment: Uses Helm for automated configuration management and CI/CD integration.

Maintenance & Community

  • Contributors: Developed by Niantic Labs.
  • Community: Links to community channels are not explicitly provided in the README.

Licensing & Compatibility

  • License: Apache License 2.0.
  • Compatibility: Permissive license suitable for commercial use and integration with closed-source systems.

Limitations & Caveats

The platform is optimized for Kubernetes, and while it supports other schedulers like Nomad, detailed setup instructions for non-Kubernetes environments may be limited. LLM integration is presented as a feature for enhanced analysis, but specific implementation details or performance benchmarks are not detailed.

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11 months ago

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