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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
0.0012089097
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 245 citing papers.

Rank Citing Paper Year Venue Pagerank
7,375 Toward a Distance Oracle for Billion-Node Graphs 2014 VLDB 5.5241896e-05
7,427 Galaxybase: A High Performance Native Distributed Graph Database for HTAP 2024 VLDB 5.5140658e-05
7,447 A Study of Partitioning Policies for Graph Analytics on Large-scale Distributed Platforms 2019 VLDB 5.5111792e-05
7,481 Janus: Transactional Processing of Navigational and Analytical Graph Queries on Many-core Servers 2017 CIDR 5.5010027e-05
7,543 MiniGraph: Querying Big Graphs with a Single Machine 2023 VLDB 5.4817954e-05
7,652 Parallel Graph Processing on Graphics Processors Made Easy 2013 VLDB 5.4594829e-05
7,778 Using Domain-Specific Languages For Analytic Graph Databases 2016 VLDB 5.4379421e-05
7,919 GraphScope: A One-Stop Large Graph Processing System 2021 VLDB 5.4104914e-05
7,952 Cache-aware load balancing of data center applications 2019 VLDB 5.4026253e-05
8,021 Data-driven Visual Graph Query Interface Construction and Maintenance: Challenges and Opportunities 2016 VLDB 5.3890522e-05
8,077 Graph Data Management Systems for New Application Domains 2011 VLDB 5.3780077e-05
8,085 Correlation Constraint Shortest Path over Large Multi-Relation Graphs 2019 VLDB 5.3751128e-05
8,097 Robust Recursive Query Parallelism in Graph Database Management Systems 2025 VLDB 5.3739121e-05
8,278 Start Late or Finish Early: A Distributed Graph Processing System with Redundancy Reduction 2019 VLDB 5.3473848e-05
8,318 Realtime Analysis of Information Diffusion in Social Media 2013 VLDB 5.3405011e-05
8,348 Revisiting the Design of In-Memory Dynamic Graph Storage 2025 SIGMOD 5.3337901e-05
8,399 The shortest path is not always a straight line: Leveraging semi-metricity in graph analysis 2016 VLDB 5.3235867e-05
8,508 Optimizing Declarative Graph Queries at Large Scale 2019 SIGMOD 5.3124867e-05
8,567 GC: A Graph Caching System for Subgraph/Supergraph Queries 2018 VLDB 5.2994563e-05
8,606 PrismX: A Single-Machine System for Querying Big Graphs 2024 VLDB 5.2897419e-05
8,699 Enabling Window-Based Monotonic Graph Analytics with Reusable Transitional Results for Pattern-Consistent Queries 2024 VLDB 5.2717835e-05
8,814 CUTTANA: Scalable Graph Partitioning for Faster Distributed Graph Databases and Analytics 2025 VLDB 5.2568779e-05
8,816 Distributed Set Reachability 2016 SIGMOD 5.2567916e-05
9,047 Optimizing Parallel Recursive Datalog Evaluation on Multicore Machines 2022 SIGMOD 5.2168077e-05
9,062 TGraph: A Tensor-centric Graph Processing Framework 2025 SIGMOD 5.2140679e-05
9,192 Automating Vectorized Distributed Graph Computation 2024 SIGMOD 5.1967502e-05
9,200 Planting Trees for scalable and efficient Canonical Hub Labeling 2020 VLDB 5.1951474e-05
9,217 Bonding Vertex Sets Over Distributed Graph: A Betweenness Aware Approach 2015 VLDB 5.1919343e-05
9,322 Nezha: An Efficient Distributed Graph Processing System on Heterogeneous Hardware 2025 SIGMOD 5.1815882e-05
9,343 Revisiting Graph Analytics Benchmark 2025 SIGMOD 5.1772971e-05
9,428 GraphTwist: Fast Iterative Graph Computation with Two-tier Optimizations 2015 VLDB 5.1662029e-05
9,438 ExtraV: Boosting Graph Processing Near Storage with a Coherent Accelerator 2017 VLDB 5.1633119e-05
9,491 Sage: A System for Uncertain Network Analysis 2022 VLDB 5.1549931e-05
9,532 DISK: A Distributed Framework for Single-Source SimRank with Accuracy Guarantee 2021 VLDB 5.151324e-05
9,586 GES: High-Performance Graph Processing Engine and Service in Huawei 2025 SIGMOD 5.1392367e-05
9,632 Hybrid Pulling/Pushing for I/O-Efficient Distributed and Iterative Graph Computing 2016 SIGMOD 5.1358859e-05
9,649 MITra: A Framework for Multi-Instance Graph Traversal 2023 VLDB 5.1324359e-05
9,695 Parallel Query Processing: To Separate Communication from Computation 2022 SIGMOD 5.1258854e-05
9,750 Banyan: A Scoped Dataflow Engine for Graph Query Service 2022 VLDB 5.1165079e-05
9,783 Graphite: A NUMA-aware HPC System for Graph Analytics Based on a new MPI * X Parallelism Model 2020 VLDB 5.115551e-05
9,806 GraphScope Flex: LEGO-like Graph Computing Stack 2024 SIGMOD 5.1138892e-05
9,836 ACGraph: An Efficient Asynchronous Out-of-Core Graph Processing Framework 2026 SIGMOD 5.1064323e-05
9,864 Optimistic Recovery for Iterative Dataflows in Action 2015 SIGMOD 5.1063146e-05
9,876 Quegel: A General-Purpose System for Querying Big Graphs 2016 SIGMOD 5.1048884e-05
9,938 Graft: A Debugging Tool For Apache Giraph 2015 SIGMOD 5.0932503e-05
9,939 Auto-Approximation of Graph Computing 2014 VLDB 5.0932503e-05
9,942 Scalable Graph Convolutional Network Training on Distributed-Memory Systems 2023 VLDB 5.0923288e-05
9,958 GeaFlow: A Graph Extended and Accelerated Dataflow System 2023 SIGMOD 5.0910746e-05
10,033 TeraHAC: Hierarchical Agglomerative Clustering of Trillion-Edge Graphs 2023 SIGMOD 5.0802826e-05
10,111 Pensieve: Skewness-Aware Version Switching for Efficient Graph Processing 2020 SIGMOD 5.0669183e-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 0.0010494385
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