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DBPA: A Benchmark for Transactional Database Performance Anomalies

Summary: DBPA: OLTP transactional anomaly benchmark enabling reproducible generation and ML-ready data. Nine root causes with reproducible procedures; compound anomalies via a generative method; large normal/anomalous monitoring data for ML diagnosis. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6637
Venue
SIGMOD
Year
2023
Pagerank
6.3979497e-05
Overall Rank
5,023 | 65.54%
DOI
10.1145/3588926

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{huang_sigmod23,
        title = {{DBPA: A Benchmark for Transactional Database Performance Anomalies}},
        author = {Huang, Shiyue and Wang, Ziwei and Zhang, Xinyi and Tu, Yaofeng and Li, Zhongliang and Cui, Bin},
        series = {{SIGMOD} '23},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3588926},
        url = {https://dl.acm.org/doi/10.1145/3588926},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 28 of 28 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
86 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00035316107
142 LOF: Identifying Density-Based Local Outliers 2000 SIGMOD 0.0002962566
226 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00024027277
234 Self-Driving Database Management Systems 2017 CIDR 0.00023810722
334 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.00020875082
347 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00020651582
498 QTune: A Query-Aware Database Tuning System with Deep Reinforcement Learning 2019 VLDB 0.00017440583
625 Automatic Performance Diagnosis and Tuning in Oracle 2005 CIDR 0.0001566968
798 DBSherlock: A Performance Diagnostic Tool for Transactional Databases 2016 SIGMOD 0.00013919795
1,481 Magic mirror in my hand, which is the best in the land? An Experimental Evaluation of Index Selection Algorithms 2020 VLDB 0.00010644613
1,686 Black or White? How to Develop an AutoTuner for Memory-based Analytics 2020 SIGMOD 0.00010008686
1,931 Performance and Resource Modeling in Highly-Concurrent OLTP Workloads 2013 SIGMOD 9.4664741e-05
1,948 Greenplum: A Hybrid Database for Transactional and Analytical Workloads 2021 SIGMOD 9.432395e-05
1,949 Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases 2020 VLDB 9.430385e-05
2,004 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 9.3207067e-05
2,030 APOLLO: Automatic Detection and Diagnosis of Performance Regressions in Database Systems 2020 VLDB 9.2841464e-05
2,363 Clay: Fine-Grained Adaptive Partitioning for General Database Schemas 2017 VLDB 8.6873235e-05
2,740 Facilitating Database Tuning with Hyper-Parameter Optimization: A Comprehensive Experimental Evaluation 2022 VLDB 8.1855759e-05
3,116 ResTune: Resource Oriented Tuning Boosted by Meta-Learning for Cloud Databases 2021 SIGMOD 7.7390737e-05
3,218 Accordion: Elastic Scalability for Database Systems Supporting Distributed Transactions 2014 VLDB 7.6312132e-05
3,961 MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems 2021 SIGMOD 6.987575e-05
4,000 DBSeer: Resource and Performance Prediction for Building a Next Generation Database Cloud 2013 CIDR 6.9666198e-05
4,011 Towards Dynamic and Safe Configuration Tuning for Cloud Databases 2022 SIGMOD 6.959982e-05
4,082 SQLCheck: Automated Detection and Diagnosis of SQL Anti-Patterns 2020 SIGMOD 6.9164719e-05
5,072 NashDB: An End-to-End Economic Method for Elastic Database Fragmentation, Replication, and Provisioning 2018 SIGMOD 6.3753956e-05
5,539 TcpRT: Instrument and Diagnostic Analysis System for Service Quality of Cloud Databases at Massive Scale in Real-time 2018 SIGMOD 6.1817228e-05
6,082 iQCAR: inter-Query Contention Analyzer for Data Analytics Frameworks 2019 SIGMOD 5.9841079e-05
9,170 A Demonstration of the Exathlon Benchmarking Platform for Explainable Anomaly Detection 2021 VLDB 5.3096515e-05
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