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The Making of TPC-DS

Summary: Introducing TPC-DS as the successor to TPC-D/H for decision-support benchmarking, reflecting shifts. Describes key design choices and performance dimensions the benchmark targets, emphasizing modern workloads and data/query characteristics. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9382
Venue
VLDB
Year
2006
Pagerank
0.00018096254
Overall Rank
466 | 96.77%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 63 citing papers.

Rank Citing Paper Year Venue Pagerank
560 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.00016570735
1,481 Magic mirror in my hand, which is the best in the land? An Experimental Evaluation of Index Selection Algorithms 2020 VLDB 0.00010699268
1,677 BigBench: Towards an Industry Standard Benchmark for Big Data Analytics 2013 SIGMOD 0.00010113873
1,901 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.6066443e-05
2,180 Quantifying TPC-H Choke Points and Their Optimizations 2020 VLDB 9.0729457e-05
2,329 QueryFormer: A Tree Transformer Model for Query Plan Representation 2022 VLDB 8.8228164e-05
2,533 Learned Cardinality Estimation: An In-depth Study 2022 SIGMOD 8.5233704e-05
2,558 The MemSQL Query Optimizer: A modern optimizer for real-time analytics in a distributed database 2016 VLDB 8.4829467e-05
2,812 A Layered Aggregate Engine for Analytics Workloads 2019 SIGMOD 8.1484676e-05
2,929 Zero-Shot Cost Models for Out-of-the-box Learned Cost Prediction 2022 VLDB 8.0220847e-05
3,238 Why You Should Run TPC-DS: A Workload Analysis 2007 VLDB 7.6790472e-05
3,300 White-box Compression: Learning and Exploiting Compact Table Representations 2020 CIDR 7.6087519e-05
3,636 Efficient Processing of Window Functions in Analytical SQL Queries 2015 VLDB 7.310762e-05
4,093 Of Snowstorms and Bushy Trees 2014 VLDB 6.9705366e-05
4,387 Analyzing and Comparing Lakehouse Storage Systems 2023 CIDR 6.7926262e-05
4,558 Interactive Summarization and Exploration of Top Aggregate Query Answers 2018 VLDB 6.697176e-05
4,585 Learned Index Benefits: Machine Learning Based Index Performance Estimation 2022 VLDB 6.6883557e-05
4,981 A Deep Dive into Common Open Formats for Analytical DBMSs 2023 VLDB 6.4851192e-05
5,161 Learned Approximate Query Processing: Make it Light, Accurate and Fast 2021 CIDR 6.4045304e-05
5,230 TPCx-AI - An Industry Standard Benchmark for Artificial Intelligence and Machine Learning Systems 2023 VLDB 6.3769214e-05
5,489 HMAB: Self-Driving Hierarchy of Bandits for Integrated Physical Database Design Tuning 2023 VLDB 6.2678203e-05
5,696 A Comparative Study and Component Analysis of Query Plan Representation Techniques in ML4DB Studies 2024 VLDB 6.1834438e-05
5,965 Expand your Training Limits! Generating Training Data for ML-based Data Management 2021 SIGMOD 6.0876627e-05
6,189 Fast and Effective Distribution-Key Recommendation for Amazon Redshift 2020 VLDB 6.0200927e-05
6,372 Declarative Sub-Operators for Universal Data Processing 2023 VLDB 5.9617617e-05
6,726 Membrane - Safe and Performant Data Access Controls in Apache Spark in the Presence of Imperative Code 2024 VLDB 5.8476884e-05
7,142 Scalable Multi-Query Execution using Reinforcement Learning 2021 SIGMOD 5.7474895e-05
7,241 SmartBench: A Benchmark For Data Management In Smart Spaces 2020 VLDB 5.7186261e-05
7,253 Efficient and Scalable Statistics Gathering for Large Databases in Oracle 11g 2008 SIGMOD 5.716359e-05
7,901 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 5.589727e-05
7,956 Leveraging Dynamic and Heterogeneous Workload Knowledge to Boost the Performance of Index Advisors 2024 VLDB 5.5736751e-05
8,182 PARQO: Penalty-Aware Robust Plan Selection in Query Optimization 2024 VLDB 5.5385661e-05
8,251 Cackle: Analytical Workload Cost and Performance Stability With Elastic Pools 2023 SIGMOD 5.5235175e-05
8,270 SPRINTER: A Fast n-ary Join Query Processing Method for Complex OLAP Queries 2020 SIGMOD 5.5197528e-05
8,349 LST-Bench: Benchmarking Log-Structured Tables in the Cloud 2024 SIGMOD 5.5026359e-05
8,491 Unity Catalog: Open and Universal Governance for the Lakehouse and Beyond 2025 SIGMOD 5.4865709e-05
8,526 A Practical Approach to Groupjoin and Nested Aggregates 2021 VLDB 5.4787362e-05
8,581 Workload-driven, Lazy Discovery of Data Dependencies for Query Optimization 2022 CIDR 5.4683949e-05
8,921 SQL-Factory: A Multi-Agent Framework for High-Quality and Large-Scale SQL Generation 2026 VLDB 5.4076395e-05
8,985 NeuroSketch: Fast and Approximate Evaluation of Range Aggregate Queries with Neural Networks 2023 SIGMOD 5.4021137e-05
9,246 AutoComp: Automated Data Compaction for Log-Structured Tables in Data Lakes 2025 SIGMOD 5.3572577e-05
9,330 Powering In-Database Dynamic Model Slicing for Structured Data Analytics 2024 VLDB 5.3449422e-05
9,526 Low Rank Learning for Offline Query Optimization 2025 SIGMOD 5.3206369e-05
9,846 Saving Money for Analytical Workloads in the Cloud 2024 VLDB 5.2617062e-05
9,848 COMPARE: Accelerating Groupwise Comparison in Relational Databases for Data Analytics 2021 VLDB 5.2617062e-05
9,980 Survivorship Bias in Industrial Database Workloads 2026 CIDR 5.1725247e-05
9,992 Leveraging Query Optimizers to Verify the Soundness of LLM-based Query Rewrites for Real-World Workloads, and More! 2026 CIDR 5.1725247e-05
9,994 Text-to-SQL Benchmarks are Broken: An In-Depth Analysis of Annotation Errors 2026 CIDR 5.1725247e-05
10,012 A Fast, Mergeable, and LDP Compatible Sketch for Counting the Number of Distinct Values in Fully Dynamic Tables 2026 SIGMOD 5.1725247e-05
10,032 Rainbow: Risk-aware Index Benefit Estimation Facing Out Of Distribution Workloads 2026 SIGMOD 5.1725247e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

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

Rank Cited Paper Year Venue Pagerank
2,675 Generating Thousand Benchmark Queries in Seconds 2004 VLDB 8.3290851e-05
2,710 TPC-DS, Taking Decision Support Benchmarking to the Next Level 2002 SIGMOD 8.2795645e-05
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