VictoriaMetrics/docs/anomaly-detection/README.md

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Anomaly Detection

In the dynamic and complex world of system monitoring, VictoriaMetrics Anomaly Detection, being a part of our Enterprise offering, stands as a pivotal tool for achieving advanced observability. It empowers SREs and DevOps teams by automating the intricate task of identifying abnormal behavior in time-series data. It goes beyond traditional threshold-based alerting, utilizing machine learning techniques to not only detect anomalies but also minimize false positives, thus reducing alert fatigue. By providing simplified alerting mechanisms atop of unified anomaly scores, it enables teams to spot and address potential issues faster, ensuring system reliability and operational efficiency.

Key Components

Explore the integral components that configure VictoriaMetrics Anomaly Detection:

• Get familiar with components
  • Models
  • Reader
  • Scheduler
  • Writer
  • Monitoring

Practical Guides and Installation

Begin your VictoriaMetrics Anomaly Detection journey with ease using our guides and installation instructions:

• Quick Start Guide: Jumpstart your anomaly detection setup to simplify the process of integrating anomaly detection into your observability ecosystem. Get started here.

• Installation Options: Choose the method that best fits your environment:

  • Docker Installation: Ideal for containerized environments. Follow our Docker guide for a smooth setup.
  • Helm Chart Installation: Perfect for Kubernetes users. Deploy using our Helm charts for an efficient integration.

Note: starting from v1.5.0 vmanomaly requires a license key to run. You can obtain a trial license key here.

Deep Dive into Anomaly Detection

Enhance your knowledge with our handbook on Anomaly Detection & Root Cause Analysis and stay updated:

• Anomaly Detection Handbook
  • Introduction to Time Series Anomaly Detection
  • Types of Anomalies in Time Series Data
  • Techniques and Models for Anomaly Detection
• Follow the #anomaly-detection tag in our blog

Frequently Asked Questions (FAQ)

Got questions about VictoriaMetrics Anomaly Detection? Chances are, we've got the answers ready for you.

Dive into our FAQ section to find responses to common questions.

Get in Touch

We're eager to connect with you and tailor our solutions to your specific needs. Here's how you can engage with us:

• Book a Demo to discover what our product can do.
• Interested in exploring our Enterprise features, including Anomaly Detection? Request your trial license today and take the first step towards advanced system observability.

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Our CHANGELOG is just a click away, keeping you informed about the latest updates and enhancements.