Why it matters

LLM observability shapes production quality. Understanding shapes ops.

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The architecture

Metrics: SLO tracking.

Logs: prompts + responses.

Traces: full chain.

Evals: quality signals.

LLM observabilityMetrics + logs + tracestraditional 3 pillarsEvals (4th pillar)quality signalsBackendsLangfuse / Arize / DatadogLLM-specific tools go beyond generic APM; quality tracking central
LLM observability.
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How it works end to end

Langfuse: LLM-native traces + evals.

Arize Phoenix: LLM + ML obs.

Datadog LLM Obs.

OTel GenAI as foundation.