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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
22 Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud 2012 VLDB 0.00055962491
105 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033638251
197 Fast Exact Shortest-Path Distance Queries on Large Networks by Pruned Landmark Labeling 2013 SIGMOD 0.00025584127
208 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024884544
239 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.000235107
384 HaLoop: Efficient Iterative Data Processing on Large Clusters 2010 VLDB 0.0001948031
394 One Trillion Edges: Graph Processing at Facebook-Scale 2015 VLDB 0.00019191286
432 Shark: SQL and Rich Analytics at Scale 2013 SIGMOD 0.00018339357
442 Differential dataflow 2013 CIDR 0.00018210463
443 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018197688
444 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00018177351
496 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00017323054
511 Scalable SPARQL Querying of Large RDF Graphs 2011 VLDB 0.00017061883
631 Persistent B+-Trees in Non-Volatile Main Memory 2015 VLDB 0.0001541723
778 The case against specialized graph analytics engines 2015 CIDR 0.00014043807
834 K-Core Decomposition of Large Networks on a Single PC 2016 VLDB 0.00013583208
922 AsterixDB: A Scalable, Open Source BDMS 2014 VLDB 0.00013068048
937 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.00012977594
947 Parallelizing Sequential Graph Computations 2017 SIGMOD 0.00012914714
959 Blogel: A Block-Centric Framework for Distributed Computation on Real-World Graphs 2014 VLDB 0.00012854625
1,037 Jaql: A Scripting Language for Large Scale Semistructured Data Analysis 2011 VLDB 0.00012376819
1,046 Parallel Subgraph Listing in a Large-Scale Graph 2014 SIGMOD 0.00012319866
1,134 SANCUS: Staleness-Aware Communication-Avoiding Full-Graph Decentralized Training in Large-Scale Graph Neural Networks 2022 VLDB 0.00011893521
1,249 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 0.00011340141
1,310 An Experimental Comparison of Pregel-like Graph Processing Systems 2014 VLDB 0.00011068618
1,368 Computing Personalized PageRank Quickly by Exploiting Graph Structures 2014 VLDB 0.0001090624
1,410 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB 0.00010742208
1,442 The More the Merrier: Efficient Multi-Source Graph Traversal 2015 VLDB 0.00010639351
1,504 Asynchronous Large-Scale Graph Processing Made Easy 2013 CIDR 0.00010455083
1,548 Distributed SociaLite: A Datalog-Based Language for Large-Scale Graph Analysis 2013 VLDB 0.00010290306
1,613 Starling: An I/O-Efficient Disk-Resident Graph Index Framework for High-Dimensional Vector Similarity Search on Data Segment 2024 SIGMOD 0.00010072237
1,745 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 9.7343818e-05
1,772 ByteGNN: Efficient Graph Neural Network Training at Large Scale 2022 VLDB 9.6792287e-05
1,840 Towards Effective Partition Management for Large Graphs 2012 SIGMOD 9.5291859e-05
1,855 PALM: Parallel Architecture-Friendly Latch-Free Modifications to B+ Trees on Many-Core Processors 2011 VLDB 9.4973014e-05
1,862 Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation 2015 VLDB 9.485436e-05
1,907 An Experimental Comparison of Partitioning Strategies in Distributed Graph Processing 2017 VLDB 9.397856e-05
1,963 Fast Iterative Graph Computation with Block Updates 2013 VLDB 9.3063317e-05
1,998 Pregelix: Big(ger) Graph Analytics on A Dataflow Engine 2015 VLDB 9.2144238e-05
2,020 Scalable Distributed Subgraph Enumeration 2017 VLDB 9.1729558e-05
2,173 Efficient Processing of Data Warehousing Queries in a Split Execution Environment 2011 SIGMOD 8.91924e-05
2,184 Heterogeneity-aware Distributed Parameter Servers 2017 SIGMOD 8.8958335e-05
2,186 Graph Stream Summarization: From Big Bang to Big Crunch 2016 SIGMOD 8.8916948e-05
2,227 Spinning Fast Iterative Data Flows 2012 VLDB 8.8021772e-05
2,235 NeMa: Fast Graph Search with Label Similarity 2013 VLDB 8.7779518e-05
2,248 Streaming Graph Partitioning: An Experimental Study 2018 VLDB 8.756531e-05
2,338 Optimizing Graph Algorithms on Pregel-like Systems 2014 VLDB 8.6124366e-05
2,340 TriAD: A Distributed Shared-Nothing RDF Engine based on Asynchronous Message Passing 2014 SIGMOD 8.6071228e-05
2,355 Vertexica: Your Relational Friend for Graph Analytics! 2014 VLDB 8.5893186e-05
2,372 Giraph Unchained: Barrierless Asynchronous Parallel Execution in Pregel-like Graph Processing Systems 2015 VLDB 8.5610804e-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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