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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
2,332 LEOPARD: Lightweight Edge-Oriented Partitioning and Replication for Dynamic Graphs 2016 VLDB 8.7410236e-05
2,354 epiC: an Extensible and Scalable System for Processing Big Data 2014 VLDB 8.7060612e-05
2,398 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 8.631172e-05
2,433 Vertexica: Your Relational Friend for Graph Analytics! 2014 VLDB 8.5869161e-05
2,454 REX: Recursive, Delta-Based Data-Centric Computation 2012 VLDB 8.5560058e-05
2,458 Large-Scale Graph Analytics in Aster 6: Bringing Context to Big Data Discovery 2014 VLDB 8.5509012e-05
2,522 Fractal: A General-Purpose Graph Pattern Mining System 2019 SIGMOD 8.4713567e-05
2,556 NG-DBSCAN: Scalable Density-Based Clustering for Arbitrary Data 2017 VLDB 8.4162172e-05
2,594 Big Data Analytics with Datalog Queries on Spark 2016 SIGMOD 8.3646367e-05
2,792 All-Distances Sketches, Revisited: HIP Estimators for Massive Graphs Analysis 2014 PODS 8.1191853e-05
2,839 SCAN++: Efficient Algorithm for Finding Clusters, Hubs and Outliers on Large-scale Graphs 2015 VLDB 8.066541e-05
2,915 GraphScope: A Unified Engine For Big Graph Processing 2021 VLDB 7.9666977e-05
2,935 RaSQL: Greater Power and Performance for Big Data Analytics with Recursive-aggregate-SQL on Spark 2019 SIGMOD 7.9444531e-05
2,990 Knowledge Expansion over Probabilistic Knowledge Bases 2014 SIGMOD 7.8883704e-05
3,008 Scalable Big Graph Processing in MapReduce 2014 SIGMOD 7.8578871e-05
3,027 Sortledton: a Universal, Transactional Graph Data Structure 2022 VLDB 7.8374092e-05
3,065 Pregel Algorithms for Graph Connectivity Problems with Performance Guarantees 2014 VLDB 7.7989716e-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
3,085 Weaver: A High-Performance, Transactional Graph Database Based on Refinable Timestamps 2016 VLDB 7.7709242e-05
3,109 Managing Large Dynamic Graphs Efficiently 2012 SIGMOD 7.7482727e-05
3,175 Single Machine Graph Analytics on Massive Datasets Using Intel Optane DC Persistent Memory 2020 VLDB 7.6656917e-05
3,181 InfoGather+: Semantic Matching and Annotation of Numeric and Time-Varying Attributes in Web Tables 2013 SIGMOD 7.6595256e-05
3,225 A Scalable Distributed Graph Partitioner 2015 VLDB 7.6245396e-05
3,303 A Distributed Multi-GPU System for Fast Graph Processing 2018 VLDB 7.5405596e-05
3,315 Distributed Algorithms on Exact Personalized PageRank 2017 SIGMOD 7.5274958e-05
3,362 Experimental Analysis of Streaming Algorithms for Graph Partitioning 2019 SIGMOD 7.4833791e-05
3,411 Scaling Spark in the Real World: Performance and Usability 2015 VLDB 7.436229e-05
3,543 A Comparison of Platforms for Implementing and Running Very Large Scale Machine Learning Algorithms 2014 SIGMOD 7.3268101e-05
3,601 TopoX: Topology Refactorization for Efficient Graph Partitioning and Processing 2019 VLDB 7.27018e-05
3,616 Parallel Local Graph Clustering 2016 VLDB 7.2559471e-05
3,642 CoroGraph: Bridging Cache Efficiency and Work Efficiency for Graph Algorithm Execution 2024 VLDB 7.2312616e-05
3,685 Parallel Algorithms for Constructing Range and Nearest-Neighbor Searching Data Structures 2016 PODS 7.2030591e-05
3,740 GTS: A Fast and Scalable Graph Processing Method based on Streaming Topology to GPUs 2016 SIGMOD 7.1593902e-05
3,751 G3: When Graph Neural Networks Meet Parallel Graph Processing Systems on GPUs 2020 VLDB 7.1531889e-05
3,752 Distributed Edge Partitioning for Trillion-edge Graphs 2019 VLDB 7.15217e-05
3,778 Terrace: A Hierarchical Graph Container for Skewed Dynamic Graphs 2021 SIGMOD 7.1334329e-05
3,789 Husky: Towards a More Efficient and Expressive Distributed Computing Framework 2016 VLDB 7.1240627e-05
3,855 Distributed D-core Decomposition over Large Directed Graphs 2022 VLDB 7.0712144e-05
3,962 Real-Time Multi-Criteria Social Graph Partitioning: A Game Theoretic Approach 2015 SIGMOD 6.9865803e-05
4,025 Beyond Macrobenchmarks: Microbenchmark-based Graph Database Evaluation 2019 VLDB 6.947875e-05
4,078 Asynchronous and Fault-Tolerant Recursive Datalog Evaluation in Shared-Nothing Engines 2015 VLDB 6.9209348e-05
4,208 Clash of the Titans: MapReduce vs. Spark for Large Scale Data Analytics 2015 VLDB 6.8319812e-05
4,254 GraphJet: Real-Time Content Recommendations at Twitter 2016 VLDB 6.8024576e-05
4,297 Graph Analytics Through Fine-Grained Parallelism 2016 SIGMOD 6.7770261e-05
4,323 TurboGraph++: A Scalable and Fast Graph Analytics System 2018 SIGMOD 6.7608401e-05
4,448 LogGP: A Log-based Dynamic Graph Partitioning Method 2014 VLDB 6.6977422e-05
4,474 Querying Big Graphs within Bounded Resources 2014 SIGMOD 6.6803983e-05
4,519 G-Tran: A High Performance Distributed Graph Database with a Decentralized Architecture 2022 VLDB 6.6472999e-05
4,667 Efficient Cohesive Subgraphs Detection in Parallel 2014 SIGMOD 6.5768564e-05
4,679 Efficient Document Analytics on Compressed Data: Method, Challenges, Algorithms, Insights 2018 VLDB 6.5683136e-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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