GraphScope: A One-Stop Large Graph Processing System
Summary: GraphScope unifies sequential Python graph programming with automatic distributed execution, integrating specialized graph engines into PyData data-parallel pipelines. Its one-stop orchestration simplifies multi-stage analytics and delivers 2.86× speedup on a trillion-edge fraud-detection workload. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jingbo Xu (Alibaba)
- 2. Zhanning Bai (Alibaba)
- 3. Wenfei Fan (Ant Financial; Shenzhen University; University of Edinburgh)
- 4. Longbin Lai (Alibaba)
- 5. Xue Li (Alibaba)
- 6. Zhao Li (Alibaba)
- 7. Zhengping Qian (Alibaba)
- 8. Lei Wang (Alibaba)
- 9. Yanyan Wang (Alibaba)
- 10. Wenyuan Yu (Alibaba)
- 11. Jingren Zhou (Alibaba)
BibTeX Citation
@article{xu_vldb21,
title = {{GraphScope: A One-Stop Large Graph Processing System}},
author = {Xu, Jingbo and Bai, Zhanning and Fan, Wenfei and Lai, Longbin and Li, Xue and Li, Zhao and Qian, Zhengping and Wang, Lei and Wang, Yanyan and Yu, Wenyuan and Zhou, Jingren},
journal = {PVLDB},
series = {{VLDB} '21},
volume = {14},
number = {12},
pages = {2703--2706},
doi = {10.14778/3476311.3476324},
url = {https://doi.org/10.14778/3476311.3476324},
year = {2021}
}Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,588 | Lotan: Bridging the Gap between GNNs and Scalable Graph Analytics Engines | 2023 | VLDB | 5.833338e-05 |
| 8,873 | TGraph: A Tensor-centric Graph Processing Framework | 2025 | SIGMOD | 5.3539725e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0012250108 |
| 223 | AliGraph: A Comprehensive Graph Neural Network Platform | 2019 | VLDB | 0.00024182473 |
| 956 | Parallelizing Sequential Graph Computations | 2017 | SIGMOD | 0.0001297452 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 4,787 | Systems for Big-Graphs | 2014 | VLDB |
| 2 | 1,966 | GraphMat: High performance graph analytics made productive | 2015 | VLDB |
| 3 | 9,532 | Banyan: A Scoped Dataflow Engine for Graph Query Service | 2022 | VLDB |
| 4 | 5,675 | MOCgraph: Scalable Distributed Graph Processing Using Message Online Computing | 2015 | VLDB |
| 5 | 4,171 | Accelerating Dynamic Graph Analytics on GPUs | 2018 | VLDB |
| 6 | 7,823 | Periscope/GQ: A Graph Querying Toolkit | 2008 | VLDB |
| 7 | 30 | SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets | 2008 | VLDB |
| 8 | 11,942 | Declarative and distributed graph analytics with GRADOOP | 2018 | VLDB |
| 9 | 9,593 | GraphScope Flex: LEGO-like Graph Computing Stack | 2024 | SIGMOD |
| 10 | 2,915 | GraphScope: A Unified Engine For Big Graph Processing | 2021 | VLDB |