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TPC-DS, Taking Decision Support Benchmarking to the Next Level

Summary: TPC-DS to advance decision-support benchmarking with a next-generation workload. It models retail DSS using snowflake schemas and shared dimensions, with data skew, a large query set, and data loading/maintenance—delivering realism beyond prior benchmarks. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h29530e99ebd70349
Venue
SIGMOD
Year
2002
Pagerank
8.0676575e-05
Overall Rank
2,731 | 81.70%
DOI
10.1145/564691.564759

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{poess_sigmod02,
        title = {{TPC-DS, Taking Decision Support Benchmarking to the Next Level}},
        author = {Poess, Meikel and Smith, Bryan and Kollar, Lubor and Larson, Paul},
        series = {{SIGMOD} '02},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/564691.564759},
        url = {https://dl.acm.org/doi/10.1145/564691.564759},
        year = {2002}
}

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
473 The Making of TPC-DS 2006 VLDB 0.00017656775
1,513 DSB: A Decision Support Benchmark for Workload-Driven and Traditional Database Systems 2021 VLDB 0.00010394557
3,217 Why You Should Run TPC-DS:A Workload Analysis 2007 VLDB 7.5107676e-05
3,481 LOGER: A Learned Optimizer towards Generating Efficient and Robust Query Execution Plans 2023 VLDB 7.2463722e-05
5,843 FluxQuery: An Execution Framework for Highly Interactive Query Workloads 2016 SIGMOD 5.9558503e-05
6,584 Can Large Language Models Be Query Optimizer for Relational Databases? 2026 SIGMOD 5.72395e-05
7,347 Scalable Multi-Query Execution using Reinforcement Learning 2021 SIGMOD 5.5308106e-05
8,780 Goals and Benchmarks for Autonomic Configuration Recommenders 2005 SIGMOD 5.2650571e-05
9,102 The LDBC Financial Benchmark: Transaction Workload 2025 VLDB 5.208561e-05
9,265 Causal DAG Summarization 2025 VLDB 5.1860131e-05
9,753 A Practical Theory of Generalization in Selectivity Learning 2025 VLDB 5.1159926e-05
10,250 From Logs to Causal Inference: Diagnosing Large Systems 2025 VLDB 5.0405429e-05
10,327 Data-Agnostic Cardinality Learning from Imperfect Workloads 2025 VLDB 5.0241309e-05
10,705 Divo: Learning a Stable and Effective Query Optimizer with a Diverse Workload 2026 SIGMOD 4.9605343e-05
10,769 LIO: A lightweight and interpretable query optimizer based on an evolutionary forest 2026 VLDB 4.9605343e-05
11,166 Soft and Constrained Hypertree Width 2025 PODS 4.9605343e-05
12,081 Fangorn: Adaptive Execution Framework for Heterogeneous Workloads on Shared Clusters 2021 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 0 of 0 cited papers.

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

Rank Cited Paper Year Venue Pagerank
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