In the dynamic and complex world of system monitoring, VictoriaMetrics Anomaly Detection, being a part of our [Enterprise offering](https://victoriametrics.com/products/enterprise/), 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](https://docs.victoriametrics.com/anomaly-detection/components/models/#vmanomaly-output), it enables teams to spot and address potential issues faster, ensuring system reliability and operational efficiency.
- **Quickstart**: Check out how to get `vmanomaly` up and running [here](https://docs.victoriametrics.com/anomaly-detection/quickstart/).
- **Overview**: Find out how `vmanomaly` service operates [here](https://docs.victoriametrics.com/anomaly-detection/overview/)
- **Integration**: Integrate anomaly detection into your observability ecosystem. Get started [here](https://docs.victoriametrics.com/anomaly-detection/guides/guide-vmanomaly-vmalert/).
- **Anomaly Detection Presets**: Enable anomaly detection on predefined set of indicators, that require frequently changing static thresholds for alerting. Find more information [here](https://docs.victoriametrics.com/anomaly-detection/presets/).
- **Docker Installation**: Suitable for containerized environments. See [Docker guide](https://docs.victoriametrics.com/anomaly-detection/overview/#run-vmanomaly-docker-container).
- **Helm Chart Installation**: Appropriate for those using Kubernetes. See our [Helm charts](https://github.com/VictoriaMetrics/helm-charts/tree/master/charts/victoria-metrics-anomaly).
> **Note**: starting from [v1.5.0](https://docs.victoriametrics.com/anomaly-detection/changelog/#v150) `vmanomaly` requires a [license key](https://docs.victoriametrics.com/anomaly-detection/overview/#licensing) to run. You can obtain a trial license key [**here**](https://victoriametrics.com/products/enterprise/trial/).
* Interested in exploring our [Enterprise features](https://victoriametrics.com/products/enterprise), including [Anomaly Detection](https://victoriametrics.com/products/enterprise/anomaly-detection)? [Request your trial license](https://victoriametrics.com/products/enterprise/trial/) today and take the first step towards advanced system observability.
Our [CHANGELOG is just a click away](https://docs.victoriametrics.com/anomaly-detection/changelog/), keeping you informed about the latest updates and enhancements.