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Quantifying TPC-H Choke Points and Their Optimizations

Summary: Systematic analysis of TPC-H choke points; quantifies impact of optimizations across eleven points. Highlights flattening subqueries and predicate placement as most impactful; plan choice drives Q2, Q17, Q21 while engine efficiency dominates Q1, Q13, Q18. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h0e97b74ad92ec089
Venue
VLDB
Year
2020
Pagerank
9.2894133e-05
Overall Rank
1,958 | 86.88%
DOI
10.14778/3389133.3389138
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{dreseler_vldb20,
        title = {{Quantifying TPC-H Choke Points and Their Optimizations}},
        author = {Dreseler, Markus and Boissier, Martin and Rabl, Tilmann and Uflacker, Matthias},
        journal = {PVLDB},
        series = {{VLDB} '20},
        volume = {13},
        number = {8},
        pages = {1206--1220},
        doi = {10.14778/3389133.3389138},
        url = {https://doi.org/10.14778/3389133.3389138},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 31 of 31 citing papers.

Rank Citing Paper Year Venue Pagerank
2,827 To Partition, or Not to Partition, That is the Join Question in a Real System 2021 SIGMOD 7.9486247e-05
2,910 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 7.8621757e-05
3,066 The LDBC Social Network Benchmark: Business Intelligence Workload 2023 VLDB 7.6714389e-05
3,303 Cloud Analytics Benchmark 2023 VLDB 7.4212268e-05
3,663 Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads 2021 SIGMOD 7.1008953e-05
3,909 SQLStorm: Taking Database Benchmarking into the LLM Era 2025 VLDB 6.9127576e-05
3,927 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 6.9025015e-05
4,817 Permutable Compiled Queries: Dynamically Adapting Compiled Queries without Recompiling 2021 VLDB 6.388743e-05
5,373 Distributed GPU Joins on Fast RDMA-capable Networks 2023 SIGMOD 6.1405913e-05
5,533 HyBench: A New Benchmark for HTAP Databases 2024 VLDB 6.0777541e-05
6,658 Workload Insights From The Snowflake Data Cloud: What Do Production Analytic Queries Really Look Like? 2025 VLDB 5.7025639e-05
7,264 Pruning in Snowflake: Working Smarter, Not Harder 2025 SIGMOD 5.5557256e-05
7,505 CUBIT: Concurrent Updatable Bitmap Indexing 2025 VLDB 5.4920201e-05
7,927 A Practical Approach to Groupjoin and Nested Aggregates 2021 VLDB 5.4082473e-05
8,176 Predicate Pushdown for Data Science Pipelines 2023 SIGMOD 5.3688159e-05
8,589 Robust and Budget-Constrained Encoding Configurations for In-Memory Database Systems 2022 VLDB 5.2937865e-05
8,662 PBench: Workload Synthesizer with Real Statistics for Cloud Analytics Benchmarking 2025 VLDB 5.2781431e-05
8,686 Cost Modelling for Optimal Data Placement in Heterogeneous Main Memory 2022 VLDB 5.2730338e-05
8,775 CXL Memory Performance for In-Memory Data Processing 2025 VLDB 5.2678044e-05
8,886 OLAP on Modern Chiplet-Based Processors 2024 VLDB 5.2433717e-05
9,034 Entropy-Learned Hashing: Constant Time Hashing with Controllable Uniformity 2022 SIGMOD 5.219451e-05
9,102 The LDBC Financial Benchmark: Transaction Workload 2025 VLDB 5.208561e-05
9,687 Window Function Expression: Let the Self-join Enter 2024 VLDB 5.1258854e-05
9,729 The UDFBench Benchmark for General-purpose UDF Queries 2025 VLDB 5.1202393e-05
10,664 RABIT: Efficient Range Queries with Bitmap Indexing 2026 SIGMOD 4.9605343e-05
10,786 TPCx-AI under the Microscope: A Benchmarking Debt Analysis 2026 VLDB 4.9605343e-05
10,903 ReSequel: Robust LLM-assisted Query Rewriting and Optimization using Templatization and Sampling 2026 VLDB 4.9605343e-05
10,987 No Silver Bullet: Boosting GaussDB Performance on the 30TB TPC-H Workload 2026 VLDB 4.9605343e-05
11,054 Into the CUDA Multiverse of Runtime Compilation: Exploring Kernel Fusion Strategies for GPU Database Systems 2026 VLDB 4.9605343e-05
11,363 Alchemy: A Query Optimization Framework for Oblivious SQL 2025 VLDB 4.9605343e-05
11,971 Budget-Conscious Fine-Grained Configuration Optimization for Spatio-Temporal Applications 2022 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 24 of 24 cited papers.

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

Rank Cited Paper Year Venue Pagerank
15 How Good Are Query Optimizers, Really? 2016 VLDB 0.00061463175
27 Database Architecture Optimized for the New Bottleneck: Memory Access 1999 VLDB 0.0005146739
71 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00037688945
215 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00024554257
216 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.00024446892
322 Measuring the Complexity of Join Enumeration in Query Optimization 1990 VLDB 0.00021032289
375 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00019660459
473 The Making of TPC-DS 2006 VLDB 0.00017656775
606 Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018 VLDB 0.00015609823
766 Conjunctive Selection Conditions in Main Memory 2002 PODS 0.00014105436
787 Cosette: An Automated Prover for SQL 2017 CIDR 0.00013959502
863 An Empirical Evaluation of In-Memory Multi-Version Concurrency Control 2017 VLDB 0.00013368866
1,185 Adaptive Optimization of Very Large Join Queries 2018 SIGMOD 0.00011586181
1,293 Analysis of Two Existing and One New Dynamic Programming Algorithm for the Generation of Optimal Bushy Join Trees without Cross Products 2006 VLDB 0.00011143846
2,122 Enhanced Subquery Optimizations in Oracle 2009 VLDB 8.9938885e-05
2,634 WideTable: An Accelerator for Analytical Data Processing 2014 VLDB 8.1797149e-05
3,081 Pushing Data-Induced Predicates Through Joins in Big-Data Clusters 2020 VLDB 7.6515625e-05
3,217 Why You Should Run TPC-DS:A Workload Analysis 2007 VLDB 7.5107676e-05
3,766 Dimensions Based Data Clustering and Zone Maps 2017 VLDB 7.0177057e-05
4,594 To Share or Not to Share? 2007 VLDB 6.4994689e-05
5,603 Database Processing-in-Memory: An Experimental Study 2020 VLDB 6.0518498e-05
7,019 Statisticum: Data Statistics Management in SAP HANA 2017 VLDB 5.6041386e-05
9,587 Engineering High-Performance Database Engines 2014 VLDB 5.1391768e-05
9,588 Keeping the TPC Relevant! 2013 VLDB 5.1391768e-05
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