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Reaching the Pinnacle of TPC-DS: Co-design of Architecture, Executor, and Storage in TDSQL

Summary: TDSQL co-designs MPP architecture, vectorized execution, runtime filtering, and storage, introducing Forward Nodes for scalable OLAP. On 10-TB TPC-DS, it reports 72.6M QphDS—1.81× the runner-up—with substantially lower cost. (summarized by gpt-5.6-luna on Aug 28 2026)

Paper ID
h823ceeed53efbc7c
Venue
VLDB
Year
2026
Pagerank
4.9605343e-05
Overall Rank
10,985 | 26.37%
DOI
10.14778/3827998.3828012
PDF
Download (CC BY-NC-ND 4.0)

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Authors

BibTeX Citation

@article{chu_vldb26,
        title = {{Reaching the Pinnacle of TPC-DS: Co-design of Architecture, Executor, and Storage in TDSQL}},
        author = {Chu, Yiteng and Jiang, Jie and Chen, Yuxing and Zhang, Feng and Tang, Yuxin and Pan, Anqun and Wu, Xin and Hu, Xiang and Lei, Hailin and Zhang, Qian and Lin, Ziyan and Yan, Xiaoliang and Fan, Xiaojian and Zhang, Liang and Qu, Bin and Zhang, Wen and Xing, Mengbang and Zheng, Lixiong and Lu, Wei and Chai, Yunpeng and Du, Xiaoyong},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {12},
        pages = {4009--4022},
        doi = {10.14778/3827998.3828012},
        url = {https://doi.org/10.14778/3827998.3828012},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 44 of 44 cited papers.

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

Rank Cited Paper Year Venue Pagerank
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00063972112
23 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055523999
31 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00049707539
52 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00041439488
71 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00037688945
93 Encapsulation of Parallelism in the Volcano Query Processing System 1990 SIGMOD 0.00034518001
177 The Vertica Analytic Database: C-Store 7 Years Later 2012 VLDB 0.00026571747
226 Amazon Redshift and the Case for Simpler Data Warehouses 2015 SIGMOD 0.0002389883
327 Impala: A Modern, Open-Source SQL Engine for Hadoop 2015 CIDR 0.00020904249
627 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015430074
651 Amazon Redshift Re-invented 2022 SIGMOD 0.00015126716
955 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012856295
980 Sybase IQ Multiplex – Designed For Analytics 2004 VLDB 0.0001268915
1,117 Adaptive Range Filters for Cold Data: Avoiding Trips to Siberia 2013 VLDB 0.00011928965
1,134 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 0.00011863043
1,228 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 0.00011425748
1,240 Druid: A Real-time Analytical Data Store 2014 SIGMOD 0.00011373933
1,415 Velox: Meta's Unified Execution Engine 2022 VLDB 0.00010707308
1,488 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 0.00010487094
1,659 Real-Time Analytical Processing with SQL Server 2015 VLDB 9.9440956e-05
1,783 Greenplum: A Hybrid Database for Transactional and Analytical Workloads 2021 SIGMOD 9.6536753e-05
1,811 Hash joins and hash teams in Microsoft SQL Server 1998 VLDB 9.5759277e-05
2,474 AnalyticDB: Real-time OLAP Database System at Alibaba Cloud 2019 VLDB 8.3955114e-05
2,667 Rosetta: A Robust Space-Time Optimized Range Filter for Key-Value Stores 2020 SIGMOD 8.1324472e-05
2,910 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 7.8621757e-05
3,847 Presto: A Decade of SQL Analytics at Meta 2023 SIGMOD 6.9668258e-05
3,907 Hyper Dimension Shuffle: Efficient Data Repartition at Petabyte Scale in SCOPE 2019 VLDB 6.9139522e-05
4,063 The Art of Balance: A RateupDB Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 6.812902e-05
4,164 GPU Database Systems Characterization and Optimization 2024 VLDB 6.7560016e-05
4,187 Pinot: Realtime OLAP for 530 Million Users 2018 SIGMOD 6.7378942e-05
4,901 Oasis: An Optimal Disjoint Segmented Learned Range Filter 2024 VLDB 6.3483238e-05
5,721 Efficiently Processing Joins and Grouped Aggregations on GPUs 2025 SIGMOD 6.0008904e-05
5,979 Speedup Your Analytics: Automatic Parameter Tuning for Databases and Big Data Systems 2019 VLDB 5.910201e-05
7,383 Optimizing Collections of Bloom Filters within a Space Budget 2024 VLDB 5.5222465e-05
7,803 RAPID: In-Memory Analytical Query Processing Engine with Extreme Performance per Watt 2018 SIGMOD 5.4329661e-05
7,850 TDSQL: Tencent Distributed Database System 2024 VLDB 5.4233206e-05
8,155 Diva: Dynamic Range Filter for Var-Length Keys and Queries 2025 VLDB 5.372731e-05
9,570 SAP HANA Cloud: Data Management for Modern Enterprise Applications 2025 SIGMOD 5.1436016e-05
9,719 The HANA Native Query Engine for Lakehouse Systems 2025 VLDB 5.1229327e-05
10,109 veDB-HTAP: a Highly Integrated, Efficient and Adaptive HTAP System 2025 VLDB 5.0672857e-05
10,347 Intra-Query Runtime Elasticity for Cloud-Native Data Analysis 2025 SIGMOD 5.0195882e-05
10,348 AnalyticDB-PG: A Cloud-native High-performance Data Warehouse in Alibaba Cloud 2025 VLDB 5.0195882e-05
10,774 Breaking the Isolation-Freshness Trade-off: Joint Adaptive Storage Optimization for HTAP Systems 2026 VLDB 4.9605343e-05
11,202 TXSQL: Lock Optimizations Towards High Contented Workloads 2025 SIGMOD 4.9605343e-05
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