The Art of Balance: A RateupDB Experience of Building a CPU/GPU Hybrid Database Product
Summary: Industry experience report on RateupDB, a complete CPU/GPU HTAP product, emphasizing balanced OLTP/OLAP support, performance versus development productivity, and algorithm choices. Full-system TPC-H results demonstrate advantages over GPU DBMS alternatives. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Rubao Lee (Rateup Inc.)
- 2. Minghong Zhou (Rateup Inc.)
- 3. Chi Li (Rateup Inc.)
- 4. Shenggang Hu (Rateup Inc.)
- 5. Jianping Teng (Rateup Inc.)
- 6. Dongyang Li (Rateup Inc.)
- 7. Xiaodong Zhang (Ohio State University)
BibTeX Citation
@article{lee_vldb21,
title = {{The Art of Balance: A RateupDB Experience of Building a CPU/GPU Hybrid Database Product}},
author = {Lee, Rubao and Zhou, Minghong and Li, Chi and Hu, Shenggang and Teng, Jianping and Li, Dongyang and Zhang, Xiaodong},
journal = {PVLDB},
series = {{VLDB} '21},
volume = {14},
number = {12},
pages = {2999--3013},
doi = {10.14778/3476311.3476378},
url = {https://doi.org/10.14778/3476311.3476378},
year = {2021}
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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|---|---|---|---|---|
| 1 | 8,236 | Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs | 2024 | VLDB |
| 2 | 1,268 | A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics | 2020 | SIGMOD |
| 3 | 3,777 | HTAP Databases: What is New and What is Next | 2022 | SIGMOD |
| 4 | 5,394 | Towards a Hybrid Design for Fast Query Processing in DB2 with BLU Acceleration Using Graphical Processing Units: A Technology Demonstration | 2016 | SIGMOD |
| 5 | 6,516 | GPU-accelerated data management under the test of time | 2020 | CIDR |
| 6 | 8,274 | Scaling GPU-Accelerated Databases beyond GPU Memory Size | 2025 | VLDB |
| 7 | 4,480 | GPU Database Systems Characterization and Optimization | 2024 | VLDB |
| 8 | 3,773 | Hardware-conscious Query Processing in GPU-accelerated Analytical Engines | 2019 | CIDR |
| 9 | 3,200 | Why it is time for a HyPE: A Hybrid Query Processing Engine for Efficient GPU Coprocessing in DBMS | 2013 | VLDB |
| 10 | 1,541 | HippogriffDB: Balancing I/O and GPU Bandwidth in Big Data Analytics | 2016 | VLDB |