Getting Started with OpenObserve
ClickHouse and OpenObserve compared for observability: architecture, ingestion, RBAC and SSO, high availability, and cost at scale, for teams choosing what to build logs, metrics, and traces on.
A practical deep-dive into OpenTelemetry context propagation: the W3C Trace Context spec, traceparent and tracestate header anatomy, baggage, propagators, and why distributed traces break across services.
A practical, attribute-by-attribute guide to OpenTelemetry's GenAI semantic conventions: the gen_ai.* namespace for spans, metrics, and events, stability levels, a worked instrumentation example, and common migration mistakes.
What is observability, and how is it different from monitoring? A complete guide covering the three pillars (logs, metrics, traces), the properties that make a system observable, maturity stages, and how to get started.
A complete, practical guide to OpenTelemetry Collector configuration: YAML file structure, receivers, processors, exporters, pipelines, environment variables, validation, and common mistakes.
A complete comparison of the top LLM observability tools in 2026, open source and commercial, covering tracing, evaluation, cost tracking, and unified infrastructure monitoring for AI engineering teams.
What are OpenTelemetry semantic conventions, why do they exist, and how do you use them correctly? A beginner's guide to resource attributes, span attributes, naming rules, stability levels, and the HTTP, database, and Gen AI conventions you'll hit first.
A comprehensive comparison of the top 10 open source APM tools in 2026: OpenObserve, Uptrace, Jaeger, Grafana Tempo, and Zipkin. Covers unified observability, OpenTelemetry support, storage efficiency, and self-hosted deployment options.
Compare the top 10 APM tools in 2026 — features, pricing, and use cases. OpenObserve delivers 60-90% cost savings with unified observability for logs, metrics, traces, and APM.
Best log monitoring and management tools for 2026, open source and commercial - plus when you need a SIEM and when log management is enough.
Compare the top 10 open source observability tools in 2026: OpenObserve, Prometheus, Grafana, Jaeger, and Loki. Covers logs, metrics, traces, deployment options, and cost trade-offs.
LLM evals score output quality; observability records system behavior. What each catches, what each misses alone, and how to score production traffic.
OpenObserve vs SigNoz compared in detail: architecture (object storage vs ClickHouse), pricing, self-hosting overhead, RUM and session replay, query language, and migration. A full feature-by-feature breakdown for teams choosing an open-source, OpenTelemetry-native observability platform.
Prometheus vs OpenTelemetry: do they compete or complement? What each does, how they work together, and which your team needs.
Compare the top 10 Datadog competitors and alternatives in 2026: OpenObserve, Grafana, New Relic, Dynatrace, and Splunk. Pricing breakdowns, feature tables, and migration guidance for DevOps and SRE teams.
LLM observability explained for engineers: what it is, why traditional APM misses LLM failures, the three layers (computational, semantic, agentic), the core signals to track in production, and how OpenTelemetry GenAI semantic conventions standardize instrumentation.
Seven Langfuse alternatives compared for 2026: OpenObserve, LangSmith, Arize Phoenix, Comet Opik, Laminar, Braintrust, and Traceloop. Real licenses, self-hosting limits, OpenTelemetry support, and what the ClickHouse acquisition actually changed.
Seven LangSmith alternatives compared for 2026: OpenObserve, Langfuse, Comet Opik, Arize Phoenix, Laminar, MLflow, and Traceloop. Licenses audited from source, real self-hosting limits, and which tools survived a year of acquisitions.
A complete OpenTelemetry overview: architecture, components, OTLP, and the Collector, plus what its 2026 CNCF graduation means.
Learn the difference between head-based and tail-based sampling in observability. Compare pros, cons, and use cases to choose the right strategy for tracing.
Compare the best Prometheus alternatives in 2026 for metrics at scale. See how OpenObserve, VictoriaMetrics, Thanos, Mimir, Cortex, and more handle high cardinality, long-term storage, and cost.