All Articles

One OTLP endpoint, three teams, zero routing rules: Elasticsearch Streams AI Partitioning
Log AnalyticsOpenTelemetryStreams

One OTLP endpoint, three teams, zero routing rules: Elasticsearch Streams AI Partitioning

Stop writing log routing rules upfront. See how Streams AI Partitioning reads your data, proposes child streams, and lets you set per-team retention in minutes.

Aleksandar Panov

Elasticsearch: best-in-class for logs, now best-in-class for metrics
PrometheusMetricsOpenTelemetry

Elasticsearch: best-in-class for logs, now best-in-class for metrics

Elasticsearch is now best-in-class for metrics: 30× faster than Prometheus, up to 2.5× more storage-efficient, 50% less than Datadog. Learn about all the capabilities we’ve added.

Bahubali Shetti

Vinay Chandrasekhar

Stop finding out about your Claude bill on invoice day: Anthropic API monitoring is now in Elastic
GenAILLM ObservabilityMetrics

Stop finding out about your Claude bill on invoice day: Anthropic API monitoring is now in Elastic

Track Anthropic API spend and rate limit headroom across every workspace, model, and service tier, so cost surprises and throttling stop being production-time discoveries.

Ishleen Kaur

Daniela Tzvetkova

Use Elasticsearch as a Drop-In Prometheus Backend for Grafana
PrometheusMetricsServerless

Use Elasticsearch as a Drop-In Prometheus Backend for Grafana

Use Elasticsearch as a Prometheus backend for Grafana dashboards, autocomplete, Metrics Drilldown, and alerting without changing PromQL workflows.

Felix Barnsteiner

From alert to root cause in seconds: AI-powered observability with Elastic Agent Builder and Workflows
AI AssistantElastic Agent

From alert to root cause in seconds: AI-powered observability with Elastic Agent Builder and Workflows

Elastic Agent Builder and Workflows replace dashboard hunting: one question surfaces the root cause, correlates metrics across weeks, and calculates business impact; then the workflow files the ticket.

Aleksandar Panov

3 signals, 2 env vars, 0 collectors: OpenTelemetry with Python and Elastic's Managed OTLP Endpoint
OpenTelemetryInstrumentationPythonAPMObservability

3 signals, 2 env vars, 0 collectors: OpenTelemetry with Python and Elastic's Managed OTLP Endpoint

Instrument a Flask API with OpenTelemetry and ship traces, metrics, and logs to Elastic Cloud using just 2 environment variables, no collector needed.

Jeffrey Rengifo

Contextual AI: Stop pinging the SRE: three MCP tools that turn Elastic Agent Builder into your team's runbook
APMGenAI

Contextual AI: Stop pinging the SRE: three MCP tools that turn Elastic Agent Builder into your team's runbook

Build three MCP tools in Elastic Agent Builder that read endpoint health, recent deploys and SLO burn rate directly in your editor. Encode your platform team's runbook once; every developer gets self-serve production context without pinging an SRE.

Jeffrey Rengifo

SNMP Topology Data in Kibana: Collection to Canvas
Log AnalyticsMetrics

SNMP Topology Data in Kibana: Collection to Canvas

The Network Topology plugin for Kibana provides a ready-to-deploy Logstash pipeline, a structured schema, and a topology view that shows what's connected to what.

C. Pierce

Configure downsampling directly in Elastic Streams, no more JSON editing needed
StreamsMetricsLog Analytics

Configure downsampling directly in Elastic Streams, no more JSON editing needed

Configure downsampling in Elastic Streams alongside retention and tiers, with a live preview and validation. No more editing ILM or lifecycle JSON.

Edward Lewis

Self-Driving Observability: From Stacktraces to Profiling-Derived Metrics
OpenTelemetryUniversal ProfilingMetrics

Self-Driving Observability: From Stacktraces to Profiling-Derived Metrics

Profiling-derived metrics turn raw stacktraces into time-series KPIs, unlock continuous profiling for every user and lay the foundation for an observability system that detects, investigates, and acts on its own.

Christos Kalkanis

Roger Coll

Don't leave metrics on the table: query them with the ES|QL TS command
Metrics

Don't leave metrics on the table: query them with the ES|QL TS command

Recalibrate your mental model for time series queries: learn why FROM can produce inaccurate results for metrics, how TS fixes that, and when to use each command.

Felix Barnsteiner

Bringing Fire to Elasticsearch: Adding Native Prometheus API Support
ES|QLMetricsPrometheusOpenTelemetry

Bringing Fire to Elasticsearch: Adding Native Prometheus API Support

Query Elasticsearch directly from Prometheus-compatible clients via native PromQL, discovery, and metadata endpoints. Send data to Elasticsearch with Prometheus Remote Write.

Felix Barnsteiner