| Name | Task | Data Type | Data size | Application | | ---------------------------------------------------------------------------------------------------- | ---- | ------------------- | --------- | ------------ | | [[Loghub]] | | Log | | | | [[2021__VLDB__Exathlon - A Benchmark for Explainable Anomaly Detection over Time Series\|Exathlon]] | AD | Metrics | | Apache Spark | | [[Googleの公開トレースデータセット]] | | | | | | [[Alibaba clusterdata]] | | | | | | [[Generic AIOps Atlas\|GAIA]] | AD | Metrics,Logs,Traces | | | | [[Alibaba Cluster Trace Program]] | | Traces | | | - LO2: [[2025__PROMISE__LO2 - Microservice API Anomaly Dataset of Logs and Metrics]] - AIOpsLab: [[2025__MLSys__AIOpsLab - A Holistic Framework for Evaluating AI Agents for Enabling Autonomous Cloud]] - [[2025__SANER__AIOpsArena - Scenario-Oriented Evaluation and Leaderboard for AIOps Algorithms in Microservices]] - LogBench: [[2024__TSE__Exploring the Effectiveness of LLMs in Automated Logging Statement Generation - An Empirical Study]] - iAnomaly: [[2024__arXiv__iAnomaly - A Toolkit for Generating Performance Anomaly Datasets in Edge-Cloud Integrated Computing Environments]] - DB-MAGS: [[2024__VLDB__DB-MAGS - Multi-Anomaly Data Generation System for Transactional Databases]] - MicroOps: [[2024__SANER__MicroOps - Rapid Microservice Data Simulation and AIOps Model Development Platform]] - [[2024__arXiv__Synthetic Time Series for Anomaly Detection in Cloud Microservices]] - MultiLog: [[2024__KDD__Multivariate Log-based Anomaly Detection for Distributed Database]] - LEMMA-RCA: [[2024__arXiv__LEMMA-RCA - A Large Multi-modal Multi-domain Dataset for Root Cause Analysis]] - PetShop: [[2023__CLEaR_The PetShop Dataset — Finding Causes of Performance Issues acrossMicroservices]] - LogPub: [[2023__arXiv__A Large-scale Benchmark for Log Parsing]] - DBPA: [[2023__PACMMOD__DBPA - A Benchmark for Transactional Database Performance Anomalies]] - VECROsim: [[2022__ISSRE__VECROsim - A Versatile Metric-oriented Microservice Fault Simulation System(Tools and Artifact Track)]] - [[2022__arXiv__Constructing Large-Scale Real-World Benchmark Datasets for AIOps]] - [[2021__A Taxonomy of Anomalies in Log Data]] - [[2019__INFOCOM__Label-Less - A Semi-Automatic Labelling Tool for KPI Anomalies]] - [[2018__Science of Computer Programming__Simulation-based Matching of Cloud Applications]] ## 関連データセット AIOpsとは直接関連しない[[異常検知データセット]] Database [[2024__DEEM@SIGMOD__Nautilus - A Benchmarking Platform for DBMS Knob Tuning]]