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GeaFlow: A Graph Extended and Accelerated Dataflow System

Summary: GeaFlow extends dataflow for streaming graphs with graph-aware optimizations beyond join-based approaches. Gremlin-in-SQL DSL, streaming operators and state backends enable unified table-graph processing and scalable batch workloads. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6756
Venue
SIGMOD
Year
2023
Pagerank
5.227679e-05
Overall Rank
9,738 | 33.19%
DOI
10.1145/3589771

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{pan_sigmod23,
        title = {{GeaFlow: A Graph Extended and Accelerated Dataflow System}},
        author = {Pan, Zhenxuan and Wu, Tao and Zhao, Qingwen and Zhou, Qiang and Peng, Zhiwei and Li, Jiefeng and Zhang, Qi and Feng, Guanyu and Zhu, Xiaowei},
        series = {{SIGMOD} '23},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3589771},
        url = {https://dl.acm.org/doi/10.1145/3589771},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
8,504 Enabling Window-Based Monotonic Graph Analytics with Reusable Transitional Results for Pattern-Consistent Queries 2024 VLDB 5.4132367e-05
10,904 The LDBC Financial Benchmark: Transaction Workload 2025 VLDB 5.093636e-05
11,282 KGFabric: A Scalable Knowledge Graph Warehouse for Enterprise Data Interconnection 2024 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 27 of 27 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
23 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00054886415
128 Efficient and Extensible Algorithms for Multi Query Optimization 2000 SIGMOD 0.0003072825
220 Storm @Twitter 2014 SIGMOD 0.00024244587
224 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.00024130894
232 LinkBench: a Database Benchmark Based on the Facebook Social Graph 2013 SIGMOD 0.00023830978
361 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB 0.00020138717
436 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00018504439
445 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00018336751
455 Differential dataflow 2013 CIDR 0.00018133241
472 Optimizing Space Amplification in RocksDB 2017 CIDR 0.000179044
927 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.00013161079
1,190 Structured Streaming: A Declarative API for Real-Time Applications in Apache Spark 2018 SIGMOD 0.00011743246
1,422 State Management in Apache Flink: Consistent Stateful Distributed Stream Processing 2017 VLDB 0.00010823039
1,895 Samza: Stateful Scalable Stream Processing at LinkedIn 2017 VLDB 9.5260291e-05
1,966 GraphMat: High performance graph analytics made productive 2015 VLDB 9.3844743e-05
2,915 GraphScope: A Unified Engine For Big Graph Processing 2021 VLDB 7.9666977e-05
3,068 RisGraph: A Real-Time Streaming System for Evolving Graphs to Support Sub-millisecond Per-update Analysis at Millions Ops/s 2021 SIGMOD 7.7939351e-05
4,529 TencentRec: Real-time Stream Recommendation in Practice 2015 SIGMOD 6.6446748e-05
4,534 Shared Arrangements: practical inter-query sharing for streaming dataflows 2020 VLDB 6.6420049e-05
4,544 ByteGraph: A High-Performance Distributed Graph Database in ByteDance 2022 VLDB 6.6382612e-05
4,686 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 6.5620646e-05
5,328 High Performance Distributed OLAP on Property Graphs with Grasper 2020 SIGMOD 6.2636583e-05
5,612 Cache-Efficient Fork-Processing Patterns on Large Graphs 2021 SIGMOD 6.1501992e-05
7,294 Hazelcast Jet: Low-latency Stream Processing at the 99.99th Percentile 2021 VLDB 5.6532162e-05
9,967 Automating Incremental Graph Processing with Flexible Memoization 2021 VLDB 5.1869874e-05
9,968 Railgun: managing large streaming windows under MAD requirements 2021 VLDB 5.1869874e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 2,196 Spinning Fast Iterative Data Flows 2012 VLDB
2 11,942 Declarative and distributed graph analytics with GRADOOP 2018 VLDB
3 455 Differential dataflow 2013 CIDR
4 4,534 Shared Arrangements: practical inter-query sharing for streaming dataflows 2020 VLDB
5 8,454 D3-GNN: Dynamic Distributed Dataflow for Streaming Graph Neural Networks 2024 VLDB
6 3,068 RisGraph: A Real-Time Streaming System for Evolving Graphs to Support Sub-millisecond Per-update Analysis at Millions Ops/s 2021 SIGMOD
7 8,874 Stateful Entities: Object-oriented Cloud Applications as Distributed Dataflows 2023 CIDR
8 7,769 G-SQL: Fast Query Processing via Graph Exploration 2016 VLDB
9 1,983 Pregelix: Big(ger) Graph Analytics on A Dataflow Engine 2015 VLDB
10 1,058 Graphflow: An Active Graph Database 2017 SIGMOD