Category: Logs Analytics
Articles tagged Logs Analytics
Elasticsearch over the years — how LogsDB cuts index size by up to 75% at no throughput cost
By default, Elasticsearch is optimized for retrieval, not storage. LogsDB changes that. Here's the layered architecture behind a 77% index size reduction.
How to cut Elasticsearch log storage costs with LogsDB
Learn how to enable LogsDB index mode in Elasticsearch and measure real storage savings. We compare a standard index against a LogsDB index using Apache logs and show how much storage you can reclaim.
Migrate Logstash Pipelines from Azure Event Hubs to Kafka Input Plugin
Step-by-step guide to migrating Logstash pipelines from the Azure Event Hubs plugin to the Kafka input plugin to eliminate offset storage costs and improve performance.
Automated Error Triage: From Reactive to Autonomous
Learn how to automate error triage by using Elasticsearch log clustering and AI agents, turning production logs into actionable root cause reports.
Agent Skills for Elastic Observability
Learn how Agent Skills for Elastic Observability help SREs and developers run observability workflows through natural language to instrument apps with OpenTelemetry, search logs, manage SLOs, understand service health, and help with LLM observability.
Process Kubernetes logs with ease using Elastic Streams
Learn how to process Kubernetes logs with Elastic Streams using conditional blocks, AI-generated Grok patterns, and selective drops to reduce noise and storage cost.
Troubleshooting Kafka-Logstash-Elasticsearch Performance Issues in delay-sensitive platforms
Learn how to troubleshoot ingestion bottlenecks in data pipelines built with Kafka, Logstash and Elasticsearch.
Log Processing UX Design in Elastic Streams
Explore log processing in Elastic Streams and the design decisions behind the Processing UX that make log data more accessible, consistent, and actionable.
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.
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.
