All guides

Filter by category, difficulty, or free text to find the right material for your team.

OpenTelemetry~45 min

Detect ingestion backpressure between OpenTelemetry, Data Prepper, and OpenSearch before telemetry drops

Created: July 10, 2026 · Published: July 10, 2026

Validate Collector, Data Prepper, and OpenSearch with parity, queue, and rejection metrics so traces, logs, or metrics do not disappear before you can explain the incident.

LinuxDocker
Advanced
Read guide
Tracing~45 min

Tune OpenTelemetry sampling without losing incident traces to broken wrappers

Created: July 8, 2026 · Published: July 8, 2026

Learn how to detect instrumentation wrappers that hide useful attributes, design tail sampling policies, and prove important traces still arrive before reducing cost.

LinuxDocker
Advanced
Read guide
OpenTelemetry~50 min

Roll out OpenTelemetry Collector declarative config without dropping telemetry

Created: July 2, 2026 · Published: July 2, 2026

Move to OpenTelemetry Collector declarative configuration with dry-runs, canaries, queue/exporter metrics, PromQL tests, and a prepared rollback.

LinuxDocker
Advanced
Read guide
Logs~45 min

Deduplicate OpenTelemetry logs before Loki limits hide incident evidence

Created: June 30, 2026 · Published: June 30, 2026

Learn how to detect duplicates, apply a safe OpenTelemetry Collector deduplication policy, and prove Loki stops discarding samples without losing incident evidence.

Linux
Advanced
Read guide
OpenTelemetry~45 min

Diagnose OpenTelemetry Collector backpressure before signals are dropped

Created: June 28, 2026 · Published: June 28, 2026

Learn how to read OpenTelemetry Collector internal metrics, isolate slow exporters, test a safe canary, and prove queues drain without hiding critical spans, logs, or metrics.

Linux
Advanced
Read guide
Tracing~45 min

Tune OTel tail sampling for GenAI traces without losing incident evidence

Created: June 21, 2026 · Published: June 21, 2026

A practical guide to rolling out OpenTelemetry Collector tail sampling when GenAI and RAG traces grow quickly: policies, canaries, queue metrics, and critical-evidence validation.

Linux
Advanced
Read guide
OpenTelemetry~40 min

Use OTTL context inference in the Filter Processor without dropping critical telemetry

Created: June 18, 2026 · Published: June 18, 2026

A practical guide to filtering noisy logs, metrics, and traces with OTTL context inference while proving that errors, SLO signals, and incident evidence are still present.

Linux
Advanced
Read guide
OpenTelemetry~40 min

Validate OTel-Arrow without losing telemetry when pressure hits

Created: June 17, 2026 · Published: June 17, 2026

OTel-Arrow can make telemetry pipelines more efficient, but a safe rollout is not a benchmark victory lap. Prove that pressure is visible, queues drain, and hidden drops stay at zero.

Linux
Advanced
Read guide
Tracing~35 min

Use OBI header enrichment to scope incidents without leaking secrets

Created: June 16, 2026 · Published: June 16, 2026

Configure OpenTelemetry eBPF Instrumentation to enrich traces with useful headers, obfuscate credentials, and validate that incident response gains context without exposing sensitive data.

Linux
Advanced
Read guide
OpenTelemetry~40 min

Deduplicate logs in the OpenTelemetry Collector before queues start dropping telemetry

Created: June 13, 2026 · Published: June 13, 2026

Learn how to detect log pipeline pressure in the OpenTelemetry Collector, apply logdedup with safe conditions, and validate that queues, memory, and exporters stabilize without breaking audit streams or alerts.

LinuxDocker
Advanced
Read guide
Tracing~45 min

Tune distributed trace sampling without going blind when the incident lands

Created: April 28, 2026 · Published: April 28, 2026

A practical guide to spotting sampling bias, applying useful tail sampling, and validating that the traces you care about still survive the full path.

LinuxDocker
Advanced
Read guide
OpenTelemetry~35 min

Diagnosing backpressure in the OpenTelemetry Collector before you start losing telemetry

Created: April 25, 2026 · Published: April 25, 2026

An advanced troubleshooting guide to isolate whether the choke point is the exporter, the network, the backend, or the Collector process itself before telemetry starts dropping.

DockerLinux
Advanced
Read guide
Tracing~42 min

Tune distributed sampling without going blind when it hurts most

Created: April 19, 2026 · Published: April 19, 2026

Recent ecosystem signals point to the same issue: poorly designed sampling still breaks diagnosis during real incidents. Between recent OpenTelemetry Collector changes, stricter validation, and trace backends that are still sensitive to series growth, queue pressure, and exemplars, this guide shows a practical way to reduce cost without losing the traces that matter.

LinuxDocker
Advanced
Read guide
OpenTelemetry~35 min

Diagnosing backpressure in the OpenTelemetry Collector before you start losing telemetry

Created: April 10, 2026 · Published: April 10, 2026

An advanced troubleshooting guide to isolate whether the choke point is the exporter, the network, the backend, or the Collector process itself before telemetry starts dropping.

DockerLinux
Advanced
Read guide
OpenTelemetry~18 min

Observability foundations with OpenTelemetry

Created: March 21, 2026 · Published: March 21, 2026

A practical guide for moving from instrumentation by fashion to instrumentation that answers real operational questions.

Beginner
Read guide