All Articles

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.

Agentic CI/CD: Kubernetes Deployment Gates with Elastic MCP Server
Deploy agentic CI/CD gates with Elastic MCP Server. Integrate AI agents into GitHub Actions to monitor K8s health and improve deployment reliability via Observability (O11y)

Logstash Pipeline Management & Configuration with GitOps
Stop treating Logstash like a black box. This guide shows you how to use GitOps to create auditable, automated, and resilient data pipelines. Eliminate config drift and boost security with this GitHub and Jenkins blueprint.

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.

Scale testing OpenTelemetry log ingestion on GCP with EDOT Cloud Forwarder
Learn how we load tested the EDOT Cloud Forwarder for GCP on Google Cloud Run and identified practical capacity limits per instance. We show how runtime tuning improves stability and translate the results into concrete configuration and scaling guidance.

Using Elastic Agent Builder & OpenTelemetry to Observe Devices
Learn how to use Elastic Agent Builder and OpenTelemetry to build IoT observability and gain insights into your appliance usage patterns and efficiency.

Bridging the Gap: End-to-End Observability from Cloud Native to Mainframe
Achieving end-to-end observability in hybrid enterprise environments, where modern cloud-native applications interact with critical, yet often opaque, IBM mainframe systems is a challenge. By utilizing IBM Z Observability Connect, which enables OTel output, with Elastic Observability is a solution, transforming your mainframe black box into a fully observable component in your deployment

Elastic's metrics analytics gets 5x faster
Explore Elastic's metrics analytics enhancements, including faster ES|QL queries, TSDS updates and OpenTelemetry exponential histogram support.

A train ride away from a million events per second with EDOT Cloud Forwarder
EDOT Cloud Forwarder for AWS from Elastic Observability is now Generally Available. Deploying EDOT Cloud Forwarder and reliably handling one million events per second with zero intervention, zero data loss, and zero idle cost.

A Practical Guide to end-to-end distributed tracing for Nginx with OpenTelemetry in Elastic
Instrument Nginx with the OpenTelemetry tracing module and export spans to Elastic Observability's APM for full end-to-end distributed tracing.

Accelerate Otel Adoption with Elastic Agent Hybrid Ingestion
Elastic Agent 9.2 brings hybrid ingestion to Elastic Observability, unifying native integrations and OpenTelemetry receivers to simplify large-scale OTel adoption without disruption.

TLS Certificate Monitoring with the OpenTelemetry Collector
Learn how to monitor TLS certificate expiration in Kubernetes clusters using the OpenTelemetry Collector, ensuring comprehensive visibility into both external and internal certificates, using Elastic Observability