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Terabyte-Scale Analytics in the Blink of an Eye

Summary: Prototype GPU-cluster SQL engine applying ML/HPC practices (group communication, high-bandwidth memory, fast interconnects) to bound achievable speedups for distributed analytics. Shows a realistic >60× improvement, running all 22 TPC-H queries at 1TB almost instantaneously. (summarized by gpt-5-mini on Mar 13 2026)

Paper ID
14287
Venue
VLDB
Year
2026
Pagerank
4.6173899e-05
Overall Rank
7,916 | 44.94%
DOI
10.14778/3773749.3773754

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
9,971 Data Movement-Aware GPU Sharing for Data-Intensive Systems 2026 CIDR 4.1945683e-05
9,975 Cloudspecs: Cloud Hardware Evolution Through the Looking Glass 2026 CIDR 4.1945683e-05
10,281 GPU Acceleration of SQL Analytics on Compressed Data 2026 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 38 of 38 cited papers.

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

Rank Cited Paper Year Venue Pagerank
167 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00039180521
1,273 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00012912938
1,284 Amazon Redshift Re-invented 2022 SIGMOD 0.00012837822
1,409 High-Speed Query Processing over High-Speed Networks 2016 VLDB 0.00012132768
1,543 NUMA-aware algorithms: the case of data shuffling 2013 CIDR 0.0001145318
2,040 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 9.7057698e-05
2,062 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 9.6481955e-05
2,473 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 8.7237281e-05
2,545 POLARIS: The Distributed SQL Engine in Azure Synapse 2020 VLDB 8.5725413e-05
2,651 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 8.3694317e-05
3,254 Query Processing on Tensor Computation Runtimes 2022 VLDB 7.3161051e-05
3,327 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 7.2205738e-05
4,002 MG-Join: A Scalable Join for Massively Parallel Multi-GPU Architectures 2021 SIGMOD 6.545665e-05
4,701 Tensors: An abstraction for general data processing 2021 VLDB 5.9866564e-05
4,948 Designing an Open Framework for Query Optimization and Compilation 2022 VLDB 5.8116879e-05
5,019 Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS 2022 VLDB 5.7559197e-05
5,040 Tile-based Lightweight Integer Compression in GPU 2022 SIGMOD 5.7425187e-05
5,088 TCUDB: Accelerating Database with Tensor Processors 2022 SIGMOD 5.7072189e-05
5,247 Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects 2022 SIGMOD 5.6057839e-05
6,066 GPU Database Systems Characterization and Optimization 2024 VLDB 5.2290447e-05
6,223 Distributed GPU Joins on Fast RDMA-capable Networks 2023 SIGMOD 5.1496398e-05
6,327 The Tensor Data Platform: Towards an AI-centric Database System 2023 CIDR 5.1083405e-05
6,453 Vortex: Overcoming Memory Capacity Limitations in GPU-Accelerated Large-Scale Data Analytics 2025 VLDB 5.0571108e-05
6,496 GOLAP: A GPU-in-Data-Path Architecture for High-Speed OLAP 2024 SIGMOD 5.0413077e-05
7,155 Evaluating Multi-GPU Sorting with Modern Interconnects 2022 SIGMOD 4.8149812e-05
7,205 Unified Query Optimization in the Fabric Data Warehouse 2024 SIGMOD 4.8014977e-05
7,328 BOSS - An Architecture for Database Kernel Composition 2024 VLDB 4.7610909e-05
7,568 Powerful GPUs or Fast Interconnects: Analyzing Relational Workloads on Modern GPUs 2025 VLDB 4.7084322e-05
7,751 Efficiently Processing Joins and Grouped Aggregations on GPUs 2025 SIGMOD 4.6603427e-05
8,094 Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms 2021 VLDB 4.5867812e-05
8,118 Maximus: A Modular Accelerated Query Engine for Data Analytics on Heterogeneous Systems 2025 SIGMOD 4.5814829e-05
8,846 Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs 2024 VLDB 4.4372012e-05
9,204 Themis: A GPU-accelerated Relational Query Execution Engine 2025 VLDB 4.3737475e-05
9,695 Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem 2022 VLDB 4.3025567e-05
9,837 GpJSON: High-performance JSON Data Processing on GPUs 2025 VLDB 4.2740344e-05
9,838 Efficiently Joining Large Relations on Multi-GPU Systems 2025 VLDB 4.2740344e-05
10,281 GPU Acceleration of SQL Analytics on Compressed Data 2026 VLDB 4.1945683e-05
10,749 Scaling GPU-Accelerated Databases beyond GPU Memory Size 2025 VLDB 4.1945683e-05
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