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No Silver Bullet: Boosting GaussDB Performance on the 30TB TPC-H Workload

Summary: GaussDB achieves a 40% improvement over the best published 30TB TPC-H result through coordinated systems engineering rather than a single breakthrough. Key techniques include pipelined execution, scalable shuffle, unified bus/remote memory access, and distributed Bloom-filter streaming. (summarized by gpt-5.6-luna on Aug 28 2026)

Paper ID
h93d688ae791024e8
Venue
VLDB
Year
2026
Pagerank
4.9769913e-05
Overall Rank
10,926 | 26.57%
DOI
10.14778/3827998.3828014
PDF
Download (CC BY-NC-ND 4.0)

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Authors

BibTeX Citation

@article{zeyl_vldb26,
        title = {{No Silver Bullet: Boosting GaussDB Performance on the 30TB TPC-H Workload}},
        author = {Zeyl, Tim and Lam, Jason and Lin, Shu and Pournaghi, Reza and Cheng, Qi and Wong, Calvin and Du, Kaixiang and He, Yuliang and Sun, Yang and Wang, Weicheng and Lee, Paul and Ruo, Chen and Xinyi, Yang and Qunan, Li and Junjie, Wang and Dongxing, Hu and Chen, Chong and Larson, Per-Åke},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {12},
        pages = {4036--4048},
        doi = {10.14778/3827998.3828014},
        url = {https://doi.org/10.14778/3827998.3828014},
        year = {2026}
}

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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
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056835296
82 Hashing Methods and Relational Algebra Operations 1984 VLDB 0.00036042975
93 Encapsulation of Parallelism in the Volcano Query Processing System 1990 SIGMOD 0.00034607573
213 Eager Aggregation and Lazy Aggregation 1995 VLDB 0.00024753576
215 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00024589307
397 R* Optimizer Validation and Performance Evaluation for Local Queries 1986 SIGMOD 0.00019151375
945 The End of Slow Networks: It's Time for a Redesign 2016 VLDB 0.00012933247
1,028 High-Speed Query Processing over High-Speed Networks 2016 VLDB 0.00012416417
1,675 Real-Time Analytical Processing with SQL Server 2015 VLDB 9.9136747e-05
1,949 Quantifying TPC-H Choke Points and Their Optimizations 2020 VLDB 9.3172855e-05
2,529 Adaptive and Big Data Scale Parallel Execution in Oracle 2013 VLDB 8.3361013e-05
3,835 Presto: A Decade of SQL Analytics at Meta 2023 SIGMOD 6.9899256e-05
4,247 Divide & Conquer-based Inclusion Dependency Discovery 2015 VLDB 6.703008e-05
4,258 Query Optimization in Oracle 12c Database In-Memory 2015 VLDB 6.6975242e-05
4,371 Predicate Transfer: Efficient Pre-Filtering on Multi-Join Queries 2024 CIDR 6.6284915e-05
4,790 Applying Hash Filters to Improving the Execution of Bushy Trees 1993 VLDB 6.4114271e-05
4,945 Debunking the Myth of Join Ordering: Toward Robust SQL Analytics 2025 SIGMOD 6.3418058e-05
5,112 Efficient Estimation of Inclusion Coefficient using HyperLogLog Sketches 2018 VLDB 6.2668086e-05
5,320 Chiller: Contention-centric Transaction Execution and Data Partitioning for Modern Networks 2020 SIGMOD 6.1813707e-05
7,464 T3: Accurate and Fast Performance Prediction for Relational Database Systems With Compiled Decision Trees 2025 SIGMOD 5.5189616e-05
7,936 Including Bloom Filters in Bottom-up Optimization 2025 SIGMOD 5.4210921e-05
8,275 Accelerate Distributed Joins with Predicate Transfer 2025 SIGMOD 5.3623175e-05
9,190 Twisted Twin: A Collaborative and Competitive Memory Management Approach in HTAP Systems 2025 VLDB 5.2096115e-05
10,063 Discovering Approximate Inclusion Dependencies 2025 VLDB 5.0851868e-05
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