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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
h668ab9c0623d2fc8
Venue
SIGMOD
Year
2023
Pagerank
6.2631174e-05
Overall Rank
5,098 | 65.83%
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
74 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00037164008
143 LOF: Identifying Density-Based Local Outliers 2000 SIGMOD 0.00029095978
224 Self-Driving Database Management Systems 2017 CIDR 0.00023973185
236 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00023639649
309 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.0002143249
313 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00021288111
411 QTune: A Query-Aware Database Tuning System with Deep Reinforcement Learning 2019 VLDB 0.0001874043
583 Automatic Performance Diagnosis and Tuning in Oracle 2005 CIDR 0.00015964021
757 DBSherlock: A Performance Diagnostic Tool for Transactional Databases 2016 SIGMOD 0.00014202187
1,400 Magic mirror in my hand, which is the best in the land? An Experimental Evaluation of Index Selection Algorithms 2020 VLDB 0.00010759064
1,700 Black or White? How to Develop an AutoTuner for Memory-based Analytics 2020 SIGMOD 9.8224761e-05
1,765 APOLLO: Automatic Detection and Diagnosis of Performance Regressions in Database Systems 2020 VLDB 9.689153e-05
1,771 Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases 2020 VLDB 9.6775181e-05
1,783 Greenplum: A Hybrid Database for Transactional and Analytical Workloads 2021 SIGMOD 9.6536753e-05
1,940 Performance and Resource Modeling in Highly-Concurrent OLTP Workloads 2013 SIGMOD 9.3179491e-05
1,950 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 9.303437e-05
2,304 Clay: Fine-Grained Adaptive Partitioning for General Database Schemas 2017 VLDB 8.6591761e-05
2,572 ResTune: Resource Oriented Tuning Boosted by Meta-Learning for Cloud Databases 2021 SIGMOD 8.2581875e-05
2,779 Facilitating Database Tuning with Hyper-Parameter Optimization: A Comprehensive Experimental Evaluation 2022 VLDB 8.0085666e-05
3,069 Accordion: Elastic Scalability for Database Systems Supporting Distributed Transactions 2014 VLDB 7.6682775e-05
3,959 MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems 2021 SIGMOD 6.8804723e-05
4,091 DBSeer: Resource and Performance Prediction for Building a Next Generation Database Cloud 2013 CIDR 6.7959748e-05
4,101 Towards Dynamic and Safe Configuration Tuning for Cloud Databases 2022 SIGMOD 6.7930727e-05
4,166 SQLCheck: Automated Detection and Diagnosis of SQL Anti-Patterns 2020 SIGMOD 6.7549236e-05
5,181 NashDB: An End-to-End Economic Method for Elastic Database Fragmentation, Replication, and Provisioning 2018 SIGMOD 6.2255681e-05
5,644 TcpRT: Instrument and Diagnostic Analysis System for Service Quality of Cloud Databases at Massive Scale in Real-time 2018 SIGMOD 6.0362111e-05
6,126 iQCAR: inter-Query Contention Analyzer for Data Analytics Frameworks 2019 SIGMOD 5.8614712e-05
9,374 A Demonstration of the Exathlon Benchmarking Platform for Explainable Anomaly Detection 2021 VLDB 5.1715133e-05
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