GenAI Articles

Network monitoring with Elastic: Unifying network observability
OpenTelemetryGenAIMetrics

Network monitoring with Elastic: Unifying network observability

Learn how to unify network monitoring using Elastic observability and AI. We'll showcase how to correlate network data, identify root causes and fix issues.

Patrick Boulanger

Automated log parsing in Streams with ML
Log AnalyticsGenAI

Automated log parsing in Streams with ML

Learn how a hybrid ML approach achieved 94% log parsing and 91% log partitioning accuracy through automation experiments with log format fingerprinting in Streams.

Nastia Havriushenko

Windows Event Log Monitoring with OpenTelemetry & Elastic Streams
OpenTelemetryStreamsGenAI

Windows Event Log Monitoring with OpenTelemetry & Elastic Streams

Learn how to enhance Windows Event Log monitoring with OpenTelemetry for standardized ingestion and Elastic Streams for smart partitioning and analysis.

David Hope

Streams Processing: Stop Fighting with Grok. Parse Your Logs in Streams.
Log AnalyticsGenAI

Streams Processing: Stop Fighting with Grok. Parse Your Logs in Streams.

Learn how Streams Processing works under the hood and how to use it to build, test, and deploy parsing logic on live data quickly.

Luca Wintergerst

Troubleshooting your Agents and Amazon Bedrock AgentCore with Elastic Observability
AWSAWS BedrockGenAILLM Observability

Troubleshooting your Agents and Amazon Bedrock AgentCore with Elastic Observability

Discover how to achieve end-to-end observability for Amazon Bedrock AgentCore: from tracking service health and token costs to debugging complex reasoning loops with distributed tracing.

Daniela Tzvetkova

Agi K Thomas

Ishleen Kaur

Bahubali Shetti

Elastic Observability: Streams Data Quality and Failure Store Insights
Log AnalyticsGenAI

Elastic Observability: Streams Data Quality and Failure Store Insights

Discover how the Streams a new AI driven Elastic Observability feature help manage data quality with a failure store to help you monitor, troubleshoot, and retain high-quality data.

Elena Stoeva

Yngrid Coello

Reconciliation in Elastic Streams: A Robust Architecture Deep Dive
Log AnalyticsGenAIStreams

Reconciliation in Elastic Streams: A Robust Architecture Deep Dive

Learn how Elastic's engineering team refactored Streams using a reconciliation model inspired by Kubernetes & React to build a robust, extensible, and debuggable system.

Milton Hultgren

How Streams in Elastic Observability Simplifies Retention Management
Log AnalyticsOpenTelemetryGenAIStreams

How Streams in Elastic Observability Simplifies Retention Management

Learn how Streams simplifies retention management in Elasticsearch with a unified view to monitor, visualize, and control data lifecycles using DSL or ILM.

Kevin Lacabane

Live logs and prosper: fixing a fundamental flaw in observability
Log AnalyticsGenAIStreamsOpenTelemetry

Live logs and prosper: fixing a fundamental flaw in observability

Stop chasing symptoms. Learn how Streams, in Elastic Observability fixes the fundamental flaw in observability, using AI to proactively find the 'why' in your logs for faster resolution.

Ken Exner

Automating User Journeys for Synthetic Monitoring with MCP in Elastic
PythonSyntheticsGenAI

Automating User Journeys for Synthetic Monitoring with MCP in Elastic

This post explores how you can automatically create user journeys with Synthetic Monitoring in Elastic Observability, TypeScript, and FastMCP, and walks through the app and its workflow.

Jessica Garson

LLM Observability with Elastic’s Azure AI Foundry Integration
AzureGenAILLM Observability

LLM Observability with Elastic’s Azure AI Foundry Integration

Gain comprehensive visibility into your generative AI workloads on Azure AI Foundry. Monitor token usage, latency, and cost, while leveraging built-in content filters to ensure safe and compliant application behavior—all with out-of-the-box observability powered by Elastic.

Bahubali Shetti

Muthukumar Paramasivam

Daniela Tzvetkova

Optimizing Spend and Content Moderation on Azure OpenAI with Elastic
AzureGenAILLM ObservabilityAzure OpenAI

Optimizing Spend and Content Moderation on Azure OpenAI with Elastic

We have added further capabilities to the Azure OpenAI GA package, which now offer content filter monitoring and enhancements to the billing insights!

Muthukumar Paramasivam

Bahubali Shetti

Daniela Tzvetkova