Machine Learning & AI

Anomaly Detection

Detect and resolve anomalies at scale to prevent downtime

Machine Learning & AI

Anomaly Detection

Detect and resolve anomalies at scale to prevent downtime

Wherever you work with data, you'll find anomalies. In increasingly rich information ecosystems, manually detecting and resolving those anomalies can seem like an impossible task. OpenSearch's built-in capabilities give you the power to create automated, intelligent workflows that identify anomalies so you can resolve them proactively and minimize disruption.

Discover point anomalies or global outliers like unusually large transfers of funds.
Uncover contextual anomalies such as unexpected surges in usage or consumption.
Observe collective anomalies, including unusual web traffic from a cluster of IP addresses

Detection and resolution at scale

Eliminate delays to detection and resolution, minimize manual monitoring and troubleshooting, and bridge gaps in visibility to provide insights at scale. With OpenSearch, you can create and configure detectors that expose anomalies, deliver highly observable results, and send alerts in near real-time.

Anomaly image

Detection and resolution at scale

Eliminate delays to detection and resolution, minimize manual monitoring and troubleshooting, and bridge gaps in visibility to provide insights at scale. With OpenSearch, you can create and configure detectors that expose anomalies, deliver highly observable results, and send alerts in near real-time.

Anomaly image

Explore further resources

OpenSearch Blog
Overlaying anomalies and alters on OpenSearch Dashboards visualizations
Wed, Aug 2, 2023
OpenSearch Video
Leveraging anomaly detection for UEBA at Graylog
Watch on YouTube
OpenSearch Blog
Anomaly detection for historical data and real-time streaming...
Thu, Nov 18, 2021

Custom anomaly detection workflows powered by intelligent, scalable, highly adaptable features

Usecase icon Real time data ingestion and indexing Continuously collect and index data from multiple sources to ensure you’re conducting anomaly detection on the most up-to-date information.
Usecase icon Advanced anomaly detection algorithms Leverage cutting-edge AI and machine learning algorithms to identify problems in your ingested data, including univariate, multivariate, and contextual anomalies.
Usecase icon Flexible alerting and notifications Our Anomaly Detection tools enable customizable alerts and notifications you can use to inform your stakeholders and resolve issues proactively.
Usecase icon Scalable and distributed architecture OpenSearch’s distributed, highly scalable nature helps you ingest, process, and analyze large volumes of data without compromising performance.
Usecase icon Seamless integration with existing toolsets Easily integrate OpenSearch into the monitoring, observability, and IT service management (ITSM) tools you already use to maintain seamless continuity with existing technology investments and workflows.

Custom anomaly detection workflows powered by intelligent, scalable, highly adaptable features

Usecase icon
Real time data ingestion and indexing Continuously collect and index data from multiple sources to ensure you’re conducting anomaly detection on the most up-to-date information.
Usecase icon
Advanced anomaly detection algorithms Leverage cutting-edge AI and machine learning algorithms to identify problems in your ingested data, including univariate, multivariate, and contextual anomalies.
Usecase icon
Flexible alerting and notifications Our Anomaly Detection tools enable customizable alerts and notifications you can use to inform your stakeholders and resolve issues proactively.
Usecase icon
Scalable and distributed architecture OpenSearch’s distributed, highly scalable nature helps you ingest, process, and analyze large volumes of data without compromising performance.
Usecase icon
Seamless integration with existing toolsets Easily integrate OpenSearch into the monitoring, observability, and IT service management (ITSM) tools you already use to maintain seamless continuity with existing technology investments and workflows.

Explore further resources

OpenSearch Blog
Overlaying anomalies and alters on OpenSearch Dashboards visualizations
Wed, Aug 2, 2023
OpenSearch Video
Leveraging anomaly detection for UEBA at Graylog
Watch on YouTube
OpenSearch Blog
Anomaly detection for historical data and real-time streaming...
Thu, Nov 18, 2021

A proactive approach to anomaly detection puts you in control of your data.

By getting ahead of disruption, you improve data quality and maximize uptime to keep operations consistent and secure.

Proactive issue identification

Quickly detect anomalies in your data to identify and address potential issues before they escalate, reducing the impact on business operations and customer experience.

Enhanced security and compliance

Identify and investigate security threats and demonstrate compliance with industry regulations and standards.

Scalability and future-proofing

Scalable and flexible architecture expands your anomaly detection capabilities seamlessly as data volume grows alongside infrastructure complexity.

Improved operational efficiency

Gain an AI advantage that helps you rapidly identify and resolve anomalies to optimize processes, reduce manual troubleshooting, and smooth operations.

Informed decision-making

OpenSearch delivers the insights and contextual information you need to make data-driven decisions, optimize resource allocation, and improve strategic planning.

A proactive approach to anomaly detection puts you in control of your data.

By getting ahead of disruption, you improve data quality and maximize uptime to keep operations consistent and secure.

Proactive issue identification

Quickly detect anomalies in your data to identify and address potential issues before they escalate, reducing the impact on business operations and customer experience.

Enhanced security and compliance

Identify and investigate security threats and demonstrate compliance with industry regulations and standards.

Scalability and future-proofing

Scalable and flexible architecture expands your anomaly detection capabilities seamlessly as data volume grows alongside infrastructure complexity.

Improved operational efficiency

Gain an AI advantage that helps you rapidly identify and resolve anomalies to optimize processes, reduce manual troubleshooting, and smooth operations.

Informed decision-making

OpenSearch delivers the insights and contextual information you need to make data-driven decisions, optimize resource allocation, and improve strategic planning.

See what you can accomplish with OpenSearch anomaly detection.

Get started

See what you can accomplish with OpenSearch anomaly detection.

Get started

OpenSearch Dashboards Playground

Playgrounds image

Experience OpenSearch anomaly detection in our free demo environment.

Jump into our sandbox
Playgrounds image

OpenSearch Dashboards Playground

Experience OpenSearch anomaly detection in our free demo environment.

Jump into our sandbox