GraphScope: A Unified Engine For Big Graph Processing
Summary: GraphScope unifies big-graph processing: Python-friendly interface for traversal, pattern matching, and GNNs. Integrates an optimized graph engine into a data-parallel framework with auto parallelization; per-op optimizations deliver strong performance. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Wenfei Fan (Alibaba; Shenzhen University; University of Edinburgh)
- 2. Tao He (Alibaba)
- 3. Longbin Lai (Alibaba)
- 4. Xue Li (Alibaba)
- 5. Yong Li (Alibaba)
- 6. Zhao Li (Alibaba)
- 7. Zhengping Qian (Alibaba)
- 8. Chao Tian (Alibaba)
- 9. Lei Wang (Alibaba)
- 10. Jingbo Xu (Alibaba)
- 11. Youyang Yao (Alibaba)
- 12. Qiang Yin (Alibaba)
- 13. Wenyuan Yu (Alibaba)
- 14. Jingren Zhou (Alibaba)
- 15. Diwen Zhu (Alibaba)
- 16. Rong Zhu (Alibaba)
BibTeX Citation
@article{fan_vldb21,
title = {{GraphScope: A Unified Engine For Big Graph Processing}},
author = {Fan, Wenfei and He, Tao and Lai, Longbin and Li, Xue and Li, Yong and Li, Zhao and Qian, Zhengping and Tian, Chao and Wang, Lei and Xu, Jingbo and Yao, Youyang and Yin, Qiang and Yu, Wenyuan and Zhou, Jingren and Zhu, Diwen and Zhu, Rong},
journal = {PVLDB},
series = {{VLDB} '21},
volume = {14},
number = {12},
pages = {2879--2892},
doi = {10.14778/3476311.3476369},
url = {https://doi.org/10.14778/3476311.3476369},
year = {2021}
}Incoming Citations (Sorted by Pagerank)
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Semantically Similar Papers
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|---|---|---|---|---|
| 1 | 444 | Trinity: A Distributed Graph Engine on a Memory Cloud | 2013 | SIGMOD |
| 2 | 4,897 | Systems for Big-Graphs | 2014 | VLDB |
| 3 | 5,787 | MOCgraph: Scalable Distributed Graph Processing Using Message Online Computing | 2015 | VLDB |
| 4 | 8,485 | Optimizing Declarative Graph Queries at Large Scale | 2019 | SIGMOD |
| 5 | 9,715 | Banyan: A Scoped Dataflow Engine for Graph Query Service | 2022 | VLDB |
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| 7 | 1,862 | Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation | 2015 | VLDB |
| 8 | 30 | SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets | 2008 | VLDB |
| 9 | 9,770 | GraphScope Flex: LEGO-like Graph Computing Stack | 2024 | SIGMOD |
| 10 | 7,898 | GraphScope: A One-Stop Large Graph Processing System | 2021 | VLDB |