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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
4301
Venue
SIGMOD
Year
2010
Pagerank
0.0012250108
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 242 citing papers.

Rank Citing Paper Year Venue Pagerank
7,362 A Study of Partitioning Policies for Graph Analytics on Large-scale Distributed Platforms 2019 VLDB 5.6338252e-05
7,380 MiniGraph: Querying Big Graphs with a Single Machine 2023 VLDB 5.6288836e-05
7,447 Experimental Analysis of Distributed Graph Systems 2018 VLDB 5.6149936e-05
7,571 Parallel Graph Processing on Graphics Processors Made Easy 2013 VLDB 5.594227e-05
7,597 Galaxybase: A High Performance Native Distributed Graph Database for HTAP 2024 VLDB 5.5879436e-05
7,610 Using Domain-Specific Languages For Analytic Graph Databases 2016 VLDB 5.5838483e-05
7,769 G-SQL: Fast Query Processing via Graph Exploration 2016 VLDB 5.5474529e-05
7,796 GraphScope: A One-Stop Large Graph Processing System 2021 VLDB 5.5427726e-05
7,848 Data-driven Visual Graph Query Interface Construction and Maintenance: Challenges and Opportunities 2016 VLDB 5.5327238e-05
7,887 Graph Data Management Systems for New Application Domains 2011 VLDB 5.5221995e-05
7,976 Correlation Constraint Shortest Path over Large Multi-Relation Graphs 2019 VLDB 5.5152959e-05
8,085 Start Late or Finish Early: A Distributed Graph Processing System with Redundancy Reduction 2019 VLDB 5.4907964e-05
8,117 Realtime Analysis of Information Diffusion in Social Media 2013 VLDB 5.4837975e-05
8,154 Revisiting the Design of In-Memory Dynamic Graph Storage 2025 SIGMOD 5.4769071e-05
8,245 The shortest path is not always a straight line: Leveraging semi-metricity in graph analysis 2016 VLDB 5.4577751e-05
8,318 Optimizing Declarative Graph Queries at Large Scale 2019 SIGMOD 5.4548766e-05
8,382 GC: A Graph Caching System for Subgraph/Supergraph Queries 2018 VLDB 5.4373849e-05
8,504 Enabling Window-Based Monotonic Graph Analytics with Reusable Transitional Results for Pattern-Consistent Queries 2024 VLDB 5.4132367e-05
8,651 Distributed Set Reachability 2016 SIGMOD 5.3916003e-05
8,858 Optimizing Parallel Recursive Datalog Evaluation on Multicore Machines 2022 SIGMOD 5.3567857e-05
8,873 TGraph: A Tensor-centric Graph Processing Framework 2025 SIGMOD 5.3539725e-05
9,003 Planting Trees for scalable and efficient Canonical Hub Labeling 2020 VLDB 5.3345443e-05
9,032 Bonding Vertex Sets Over Distributed Graph: A Betweenness Aware Approach 2015 VLDB 5.327953e-05
9,053 CUTTANA: Scalable Graph Partitioning for Faster Distributed Graph Databases and Analytics 2025 VLDB 5.3251649e-05
9,059 PrismX: A Single-Machine System for Querying Big Graphs 2024 VLDB 5.3251649e-05
9,218 GraphTwist: Fast Iterative Graph Computation with Two-tier Optimizations 2015 VLDB 5.3048204e-05
9,264 ExtraV: Boosting Graph Processing Near Storage with a Coherent Accelerator 2017 VLDB 5.2966026e-05
9,281 Sage: A System for Uncertain Network Analysis 2022 VLDB 5.2933125e-05
9,284 Cache-aware load balancing of data center applications 2019 VLDB 5.292324e-05
9,314 DISK: A Distributed Framework for Single-Source SimRank with Accuracy Guarantee 2021 VLDB 5.289545e-05
9,424 Hybrid Pulling/Pushing for I/O-Efficient Distributed and Iterative Graph Computing 2016 SIGMOD 5.2715528e-05
9,432 MITra: A Framework for Multi-Instance Graph Traversal 2023 VLDB 5.2701501e-05
9,478 Parallel Query Processing: To Separate Communication from Computation 2022 SIGMOD 5.2634238e-05
9,532 Banyan: A Scoped Dataflow Engine for Graph Query Service 2022 VLDB 5.2537948e-05
9,570 Graphite: A NUMA-aware HPC System for Graph Analytics Based on a new MPI * X Parallelism Model 2020 VLDB 5.2528121e-05
9,593 GraphScope Flex: LEGO-like Graph Computing Stack 2024 SIGMOD 5.2511057e-05
9,605 Nezha: An Efficient Distributed Graph Processing System on Heterogeneous Hardware 2025 SIGMOD 5.247855e-05
9,616 ACGraph: An Efficient Asynchronous Out-of-Core Graph Processing Framework 2026 SIGMOD 5.2434488e-05
9,622 Revisiting Graph Analytics Benchmark 2025 SIGMOD 5.2434488e-05
9,670 Optimistic Recovery for Iterative Dataflows in Action 2015 SIGMOD 5.2389261e-05
9,704 Quegel: A General-Purpose System for Querying Big Graphs 2016 SIGMOD 5.2351259e-05
9,729 Scalable Graph Convolutional Network Training on Distributed-Memory Systems 2023 VLDB 5.2289669e-05
9,738 GeaFlow: A Graph Extended and Accelerated Dataflow System 2023 SIGMOD 5.227679e-05
9,748 Graft: A Debugging Tool For Apache Giraph 2015 SIGMOD 5.227679e-05
9,749 Auto-Approximation of Graph Computing 2014 VLDB 5.227679e-05
9,816 TeraHAC: Hierarchical Agglomerative Clustering of Trillion-Edge Graphs 2023 SIGMOD 5.214913e-05
9,884 Pensieve: Skewness-Aware Version Switching for Efficient Graph Processing 2020 SIGMOD 5.2028745e-05
9,967 Automating Incremental Graph Processing with Flexible Memoization 2021 VLDB 5.1869874e-05
10,010 Large Scale Graph Mining with G-Miner 2019 SIGMOD 5.1776969e-05
10,100 Parallel Colorful h-star Core Maintenance in Dynamic Graphs 2023 VLDB 5.1488731e-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 0.0010686205
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