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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
6575
Venue
SIGMOD
Year
2023
Pagerank
5.8629636e-05
Overall Rank
4,868 | 66.14%
DOI
10.1145/3588926

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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
161 LOF: Identifying Density-Based Local Outliers 2000 SIGMOD 0.00039846974
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036721403
340 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00026841628
359 Self-Driving Database Management Systems 2017 CIDR 0.0002592783
424 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00023616398
514 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.0002124895
765 Automatic Performance Diagnosis and Tuning in Oracle 2005 CIDR 0.00017016449
782 QTune: A Query-Aware Database Tuning System with Deep Reinforcement Learning 2019 VLDB 0.00016729063
1,022 DBSherlock: A Performance Diagnostic Tool for Transactional Databases 2016 SIGMOD 0.00014614917
1,902 Black or White? How to Develop an AutoTuner for Memory-based Analytics 2020 SIGMOD 0.00010157713
2,020 Magic mirror in my hand, which is the best in the land? An Experimental Evaluation of Index Selection Algorithms 2020 VLDB 9.762624e-05
2,139 Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases 2020 VLDB 9.4640037e-05
2,230 Performance and Resource Modeling in Highly-Concurrent OLTP Workloads 2013 SIGMOD 9.2322426e-05
2,381 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 8.9327638e-05
2,691 Greenplum: A Hybrid Database for Transactional and Analytical Workloads 2021 SIGMOD 8.2909126e-05
2,891 APOLLO: Automatic Detection and Diagnosis of Performance Regressions in Database Systems 2020 VLDB 7.954658e-05
3,005 Clay: Fine-Grained Adaptive Partitioning for General Database Schemas 2017 VLDB 7.7303579e-05
3,409 SQLCheck: Automated Detection and Diagnosis of SQL Anti-Patterns 2020 SIGMOD 7.1270252e-05
3,522 ResTune: Resource Oriented Tuning Boosted by Meta-Learning for Cloud Databases 2021 SIGMOD 7.0096727e-05
3,675 Accordion: Elastic Scalability for Database Systems Supporting Distributed Transactions 2014 VLDB 6.8555664e-05
3,812 Facilitating Database Tuning with Hyper-Parameter Optimization: A Comprehensive Experimental Evaluation 2022 VLDB 6.7373184e-05
4,013 DBSeer: Resource and Performance Prediction for Building a Next Generation Database Cloud 2013 CIDR 6.529956e-05
4,590 MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems 2021 SIGMOD 6.0620053e-05
4,842 Towards Dynamic and Safe Configuration Tuning for Cloud Databases 2022 SIGMOD 5.8826802e-05
5,451 NashDB: An End-to-End Economic Method for Elastic Database Fragmentation, Replication, and Provisioning 2018 SIGMOD 5.5002949e-05
5,732 TcpRT: Instrument and Diagnostic Analysis System for Service Quality of Cloud Databases at Massive Scale in Real-time 2018 SIGMOD 5.3501728e-05
6,124 iQCAR: inter-Query Contention Analyzer for Data Analytics Frameworks 2019 SIGMOD 5.1988046e-05
9,087 A Demonstration of the Exathlon Benchmarking Platform for Explainable Anomaly Detection 2021 VLDB 4.3993112e-05
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