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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
6576
Venue
SIGMOD
Year
2023
Pagerank
5.8583776e-05
Overall Rank
4,870 | 66.16%
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
159 LOF: Identifying Density-Based Local Outliers 2000 SIGMOD 0.00040135453
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036859633
339 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00026895683
371 Self-Driving Database Management Systems 2017 CIDR 0.00025382677
423 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00023628474
510 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.00021420477
760 Automatic Performance Diagnosis and Tuning in Oracle 2005 CIDR 0.00017003914
779 QTune: A Query-Aware Database Tuning System with Deep Reinforcement Learning 2019 VLDB 0.00016719473
1,024 DBSherlock: A Performance Diagnostic Tool for Transactional Databases 2016 SIGMOD 0.00014601525
1,892 Black or White? How to Develop an AutoTuner for Memory-based Analytics 2020 SIGMOD 0.00010176219
2,022 Magic mirror in my hand, which is the best in the land? An Experimental Evaluation of Index Selection Algorithms 2020 VLDB 9.7623022e-05
2,140 Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases 2020 VLDB 9.4565836e-05
2,239 Performance and Resource Modeling in Highly-Concurrent OLTP Workloads 2013 SIGMOD 9.2163469e-05
2,381 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 8.9241557e-05
2,693 Greenplum: A Hybrid Database for Transactional and Analytical Workloads 2021 SIGMOD 8.2845883e-05
2,899 APOLLO: Automatic Detection and Diagnosis of Performance Regressions in Database Systems 2020 VLDB 7.9478977e-05
3,006 Clay: Fine-Grained Adaptive Partitioning for General Database Schemas 2017 VLDB 7.7285127e-05
3,411 SQLCheck: Automated Detection and Diagnosis of SQL Anti-Patterns 2020 SIGMOD 7.1215953e-05
3,650 Accordion: Elastic Scalability for Database Systems Supporting Distributed Transactions 2014 VLDB 6.8746996e-05
3,655 Facilitating Database Tuning with Hyper-Parameter Optimization: A Comprehensive Experimental Evaluation 2022 VLDB 6.8723042e-05
3,995 ResTune: Resource Oriented Tuning Boosted by Meta-Learning for Cloud Databases 2021 SIGMOD 6.5475871e-05
4,003 DBSeer: Resource and Performance Prediction for Building a Next Generation Database Cloud 2013 CIDR 6.5406297e-05
4,587 MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems 2021 SIGMOD 6.0594195e-05
4,799 Towards Dynamic and Safe Configuration Tuning for Cloud Databases 2022 SIGMOD 5.9082876e-05
5,443 NashDB: An End-to-End Economic Method for Elastic Database Fragmentation, Replication, and Provisioning 2018 SIGMOD 5.5020716e-05
5,740 TcpRT: Instrument and Diagnostic Analysis System for Service Quality of Cloud Databases at Massive Scale in Real-time 2018 SIGMOD 5.3451127e-05
6,125 iQCAR: inter-Query Contention Analyzer for Data Analytics Frameworks 2019 SIGMOD 5.1949154e-05
9,084 A Demonstration of the Exathlon Benchmarking Platform for Explainable Anomaly Detection 2021 VLDB 4.3951172e-05
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