Unverified50% confidenceSolutionExact time
超大规模平台的可观测性工具栈通常包括OpenTelemetry用于分布式链路追踪、Prometheus用于时序指标存储、ELK Stack或Splunk用于日志聚合
1
Sources
50%
Confidence
Long-term
Relevance
9/11/2026
First Seen
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Unverified近期涌现了追踪prompt、token消耗和工具调用链的LLM可观测性平台74% similarUnverifiedHelicone、LangSmith等LLM可观测性平台专门用于追踪、分析和优化大模型API调用行为72% similarUnverifiedOpenTelemetry已成为事实标准的遥测数据采集协议，Prometheus+Grafana成为指标监控的经典组合71% similarUnverifiedOpenTelemetry正在成为LLM可观测性领域的追踪标准，通过Span和Trace的层次结构记录完整调用链71% similarUnverified现代可观测性平台如Datadog、Grafana可对LLM特有指标进行实时监控70% similar
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