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QAGen: Generating Query-Aware Test Databases

Summary: QAGen: a query-aware test DB generator that, given a query and constraints, yields databases that force specific results. Guarantees the test query yields prescribed outputs, allowing evaluation of memory management and cardinality estimation. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3925
Venue
SIGMOD
Year
2007
Pagerank
0.00014525584
Overall Rank
734 | 94.97%
DOI
10.1145/1247480.1247520

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{binnig_sigmod07,
        title = {{QAGen: Generating Query-Aware Test Databases}},
        author = {Binnig, Carsten and Kossmann, Donald and Lo, Eric and Özsu, M. Tamer},
        series = {{SIGMOD} '07},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1247480.1247520},
        url = {https://dl.acm.org/doi/10.1145/1247480.1247520},
        year = {2007}
}

Incoming Citations (Sorted by Pagerank)

Showing 31 of 31 citing papers.

Rank Citing Paper Year Venue Pagerank
517 Query by Output 2009 SIGMOD 0.00017169735
2,044 Detecting Logic Bugs of Join Optimizations in DBMS 2023 SIGMOD 9.2663577e-05
2,069 Generating Targeted Queries for Database Testing 2008 SIGMOD 9.2293717e-05
2,077 Generating Example Data for Dataflow Programs 2009 SIGMOD 9.2085989e-05
2,369 Data Generation using Declarative Constraints 2011 SIGMOD 8.682429e-05
2,551 Efficient Querying of Inconsistent Databases with Binary Integer Programming 2013 VLDB 8.4290374e-05
3,063 Oracle Database Replay 2008 SIGMOD 7.802088e-05
3,404 Data Generation for Application-Specific Benchmarking 2011 VLDB 7.4411075e-05
3,903 Keep It Simple: Testing Databases via Differential Query Plans 2024 SIGMOD 7.0304586e-05
3,994 Generating Databases for Query Workloads 2010 VLDB 6.9686731e-05
5,105 SAM: Database Generation from Query Workloads with Supervised Autoregressive Models 2022 SIGMOD 6.3628539e-05
5,429 Detecting Metadata-Related Logic Bugs in Database Systems via Raw Database Construction 2024 VLDB 6.222006e-05
5,717 Consistent Synchronization Schemes for Workload Replay 2011 VLDB 6.1097906e-05
5,992 Just can't get enough - Synthesizing Big Data 2015 SIGMOD 6.0160344e-05
6,755 Synthesizing Linked Data Under Cardinality and Integrity Constraints 2021 SIGMOD 5.7830386e-05
7,427 Constant Optimization Driven Database System Testing 2025 SIGMOD 5.620674e-05
7,866 Dscaler: Synthetically Scaling A Given Relational Database 2016 VLDB 5.5281143e-05
8,037 HYDRA: A Dynamic Big Data Regenerator 2018 VLDB 5.5025567e-05
8,694 SQALPEL: A database performance platform 2019 CIDR 5.3837031e-05
8,970 Understanding Queries by Conditional Instances 2022 SIGMOD 5.3422757e-05
9,028 DataSynth: Generating Synthetic Data using Declarative Constraints 2011 VLDB 5.3292816e-05
9,227 Detecting Schema-Related Logic Bugs in Relational DBMSs via Equivalent Database Construction 2025 VLDB 5.3023217e-05
9,869 Simple Testing Can Expose Most Critical Transaction Bugs: Understanding and Detecting Write-Specific Serializability Violations in Database Systems 2025 VLDB 5.2043672e-05
9,945 ParSEval: Plan-aware Test Database Generation for SQL Equivalence Evaluation 2025 VLDB 5.1915905e-05
9,985 Projection-Compliant Database Generation 2022 VLDB 5.1842045e-05
10,199 Automated Discovery of Test Oracles for Database Management Systems Using LLMs 2026 SIGMOD 5.093636e-05
10,235 EPSC: Testing Database Management Systems via Equivalent Prepared Statement Construction 2026 SIGMOD 5.093636e-05
10,402 SRS: Detecting Logic Bugs of Join Implementation in DBMSs via Set Relation Synthesis 2026 SIGMOD 5.093636e-05
10,569 Toward Drift-Aware Database Benchmarking 2026 VLDB 5.093636e-05
10,652 Smallest Synthetic Witnesses for Conjunctive Queries 2025 PODS 5.093636e-05
12,496 A Framework for Testing Query Transformation Rules 2009 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

Rank Cited Paper Year Venue Pagerank
105 Quickly Generating Billion-Record Synthetic Databases 1994 SIGMOD 0.00033877899
129 Optimization of Nested SQL Queries Revisited 1987 SIGMOD 0.0003068101
392 Massive Stochastic Testing of SQL 1998 VLDB 0.00019342814
938 Flexible Database Generators 2005 VLDB 0.00013089351
1,578 Simple and Realistic Data Generation 2006 VLDB 0.00010309264
2,690 Generating Thousand Benchmark Queries in Seconds 2004 VLDB 8.2519326e-05
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