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From distributed tracing to proactive SLO management: a mini-review of trace-driven performance prediction for cloud-native microservices

Cloud-native microservices improve development velocity and elasticity, but they also create complex and dynamic service dependencies. Resource contention, queue buildup, and downstream slowdowns can propagate through call chains, amplifying end-to-end tail latency (e.g., p95/p99) and increasing Ser...

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Uloženo v:
Hlavní autoři: Miaopeng Yu, Haonan Liu, Jinran Du, Kequan Lin, Tao Dai, Yanzhe Fu, Chunyan Yang
Médium: Artigo
Jazyk:Inglês
Vydáno: Frontiers Media S.A. 2026-02-01
Edice:Frontiers in Computer Science
Témata:
causal inference
distributed tracing
graph neural networks
microservices
multimodal learning
prefix-based early warning
On-line přístup:https://www.frontiersin.org/articles/10.3389/fcomp.2026.1783945/full
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