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Pregel: A System for Large-Scale Graph Processing

Summary: Vertex-centric computation model with supersteps: vertices send/receive messages, update state, and mutate edges or topology. Scales to billions of edges on commodity clusters; fault-tolerant, synchronous execution; distribution details hidden behind an API, enabling expressive, easy-to-program graph analytics. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h3b04a2e7a9bf2720
Venue
SIGMOD
Year
2010
Pagerank
0.0012092602
Overall Rank
3 | 99.99%
DOI
10.1145/1807167.1807184

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{malewicz_sigmod10,
        title = {{Pregel: A System for Large-Scale Graph Processing}},
        author = {Malewicz, Grzegorz and Austern, Matthew H. and Bik, Aart J. C. and Dehnert, James C. and Horn, Ilan and Leiser, Naty and Czajkowski, Grzegorz},
        series = {{SIGMOD} '10},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1807167.1807184},
        url = {https://dl.acm.org/doi/10.1145/1807167.1807184},
        year = {2010}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 244 citing papers.

Rank Citing Paper Year Venue Pagerank
7,351 Toward a Distance Oracle for Billion-Node Graphs 2014 VLDB 5.5449734e-05
7,406 Galaxybase: A High Performance Native Distributed Graph Database for HTAP 2024 VLDB 5.5349794e-05
7,458 Janus: Transactional Processing of Navigational and Analytical Graph Queries on Many-core Servers 2017 CIDR 5.5217913e-05
7,476 A Study of Partitioning Policies for Graph Analytics on Large-scale Distributed Platforms 2019 VLDB 5.5161224e-05
7,521 MiniGraph: Querying Big Graphs with a Single Machine 2023 VLDB 5.5025866e-05
7,630 Parallel Graph Processing on Graphics Processors Made Easy 2013 VLDB 5.4800737e-05
7,757 Using Domain-Specific Languages For Analytic Graph Databases 2016 VLDB 5.4585669e-05
7,898 GraphScope: A One-Stop Large Graph Processing System 2021 VLDB 5.4310122e-05
7,935 Cache-aware load balancing of data center applications 2019 VLDB 5.4227879e-05
8,006 Data-driven Visual Graph Query Interface Construction and Maintenance: Challenges and Opportunities 2016 VLDB 5.4085844e-05
8,054 Graph Data Management Systems for New Application Domains 2011 VLDB 5.3984053e-05
8,063 Correlation Constraint Shortest Path over Large Multi-Relation Graphs 2019 VLDB 5.3954994e-05
8,071 Robust Recursive Query Parallelism in Graph Database Management Systems 2025 VLDB 5.3942942e-05
8,255 Start Late or Finish Early: A Distributed Graph Processing System with Redundancy Reduction 2019 VLDB 5.3676662e-05
8,298 Realtime Analysis of Information Diffusion in Social Media 2013 VLDB 5.360756e-05
8,327 Revisiting the Design of In-Memory Dynamic Graph Storage 2025 SIGMOD 5.35402e-05
8,413 The shortest path is not always a straight line: Leveraging semi-metricity in graph analysis 2016 VLDB 5.3353234e-05
8,485 Optimizing Declarative Graph Queries at Large Scale 2019 SIGMOD 5.3326349e-05
8,554 GC: A Graph Caching System for Subgraph/Supergraph Queries 2018 VLDB 5.3153846e-05
8,671 Enabling Window-Based Monotonic Graph Analytics with Reusable Transitional Results for Pattern-Consistent Queries 2024 VLDB 5.2917782e-05
8,677 PrismX: A Single-Machine System for Querying Big Graphs 2024 VLDB 5.2909435e-05
8,787 CUTTANA: Scalable Graph Partitioning for Faster Distributed Graph Databases and Analytics 2025 VLDB 5.276816e-05
8,789 Distributed Set Reachability 2016 SIGMOD 5.2767294e-05
9,018 Optimizing Parallel Recursive Datalog Evaluation on Multicore Machines 2022 SIGMOD 5.2365938e-05
9,032 TGraph: A Tensor-centric Graph Processing Framework 2025 SIGMOD 5.2338437e-05
9,166 Planting Trees for scalable and efficient Canonical Hub Labeling 2020 VLDB 5.2148514e-05
9,183 Bonding Vertex Sets Over Distributed Graph: A Betweenness Aware Approach 2015 VLDB 5.2116262e-05
9,289 Nezha: An Efficient Distributed Graph Processing System on Heterogeneous Hardware 2025 SIGMOD 5.2012408e-05
9,309 Revisiting Graph Analytics Benchmark 2025 SIGMOD 5.1969334e-05
9,394 GraphTwist: Fast Iterative Graph Computation with Two-tier Optimizations 2015 VLDB 5.1857972e-05
9,411 ExtraV: Boosting Graph Processing Near Storage with a Coherent Accelerator 2017 VLDB 5.1826556e-05
9,452 Sage: A System for Uncertain Network Analysis 2022 VLDB 5.1745448e-05
9,492 DISK: A Distributed Framework for Single-Source SimRank with Accuracy Guarantee 2021 VLDB 5.1708619e-05
9,552 GES: High-Performance Graph Processing Engine and Service in Huawei 2025 SIGMOD 5.1587287e-05
9,598 Hybrid Pulling/Pushing for I/O-Efficient Distributed and Iterative Graph Computing 2016 SIGMOD 5.1553646e-05
9,613 MITra: A Framework for Multi-Instance Graph Traversal 2023 VLDB 5.1519021e-05
9,659 Parallel Query Processing: To Separate Communication from Computation 2022 SIGMOD 5.1453267e-05
9,715 Banyan: A Scoped Dataflow Engine for Graph Query Service 2022 VLDB 5.1359137e-05
9,746 Graphite: A NUMA-aware HPC System for Graph Analytics Based on a new MPI * X Parallelism Model 2020 VLDB 5.1349531e-05
9,770 GraphScope Flex: LEGO-like Graph Computing Stack 2024 SIGMOD 5.133285e-05
9,796 ACGraph: An Efficient Asynchronous Out-of-Core Graph Processing Framework 2026 SIGMOD 5.1257999e-05
9,824 Optimistic Recovery for Iterative Dataflows in Action 2015 SIGMOD 5.1254334e-05
9,852 Quegel: A General-Purpose System for Querying Big Graphs 2016 SIGMOD 5.1196396e-05
9,896 Graft: A Debugging Tool For Apache Giraph 2015 SIGMOD 5.1125679e-05
9,897 Auto-Approximation of Graph Computing 2014 VLDB 5.1125679e-05
9,900 Scalable Graph Convolutional Network Training on Distributed-Memory Systems 2023 VLDB 5.1116429e-05
9,916 GeaFlow: A Graph Extended and Accelerated Dataflow System 2023 SIGMOD 5.1103839e-05
9,991 TeraHAC: Hierarchical Agglomerative Clustering of Trillion-Edge Graphs 2023 SIGMOD 5.099551e-05
10,071 Pensieve: Skewness-Aware Version Switching for Efficient Graph Processing 2020 SIGMOD 5.086136e-05
10,157 Automating Incremental Graph Processing with Flexible Memoization 2021 VLDB 5.0706053e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 1 of 1 cited papers.

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

Rank Cited Paper Year Venue Pagerank
6 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.001052036
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