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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
4.9793485e-05
Overall Rank
10,917 | 26.61%
DOI
10.14778/3827998.3828014

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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 0.00056855599
82 Hashing Methods and Relational Algebra Operations 1984 VLDB 0.00036053776
93 Encapsulation of Parallelism in the Volcano Query Processing System 1990 SIGMOD 0.00034622929
213 Eager Aggregation and Lazy Aggregation 1995 VLDB 0.00024759805
215 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00024598661
397 R* Optimizer Validation and Performance Evaluation for Local Queries 1986 SIGMOD 0.00019157058
945 The End of Slow Networks: It's Time for a Redesign 2016 VLDB 0.00012939225
1,028 High-Speed Query Processing over High-Speed Networks 2016 VLDB 0.00012422084
1,675 Real-Time Analytical Processing with SQL Server 2015 VLDB 9.9181121e-05
1,952 Quantifying TPC-H Choke Points and Their Optimizations 2020 VLDB 9.3189525e-05
2,530 Adaptive and Big Data Scale Parallel Execution in Oracle 2013 VLDB 8.3391175e-05
3,835 Presto: A Decade of SQL Analytics at Meta 2023 SIGMOD 6.9931698e-05
4,246 Divide & Conquer-based Inclusion Dependency Discovery 2015 VLDB 6.7061689e-05
4,260 Query Optimization in Oracle 12c Database In-Memory 2015 VLDB 6.6992663e-05
4,369 Predicate Transfer: Efficient Pre-Filtering on Multi-Join Queries 2024 CIDR 6.6315141e-05
4,786 Applying Hash Filters to Improving the Execution of Bushy Trees 1993 VLDB 6.4143659e-05
4,950 Debunking the Myth of Join Ordering: Toward Robust SQL Analytics 2025 SIGMOD 6.3421691e-05
5,108 Efficient Estimation of Inclusion Coefficient using HyperLogLog Sketches 2018 VLDB 6.2696201e-05
5,314 Chiller: Contention-centric Transaction Execution and Data Partitioning for Modern Networks 2020 SIGMOD 6.1842459e-05
7,460 T3: Accurate and Fast Performance Prediction for Relational Database Systems With Compiled Decision Trees 2025 SIGMOD 5.5215755e-05
7,932 Including Bloom Filters in Bottom-up Optimization 2025 SIGMOD 5.4236595e-05
8,269 Accelerate Distributed Joins with Predicate Transfer 2025 SIGMOD 5.3648571e-05
9,180 Twisted Twin: A Collaborative and Competitive Memory Management Approach in HTAP Systems 2025 VLDB 5.2120789e-05
10,058 Discovering Approximate Inclusion Dependencies 2025 VLDB 5.0875952e-05
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