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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
20 Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud 2012 VLDB 0.00056944564
106 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033539462
195 Fast Exact Shortest-Path Distance Queries on Large Networks by Pruned Landmark Labeling 2013 SIGMOD 0.00025813775
211 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024797217
264 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00022980015
372 HaLoop: Efficient Iterative Data Processing on Large Clusters 2010 VLDB 0.0001981521
389 One Trillion Edges: Graph Processing at Facebook-Scale 2015 VLDB 0.00019386526
425 Shark: SQL and Rich Analytics at Scale 2013 SIGMOD 0.00018704491
436 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00018504439
442 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018398144
455 Differential dataflow 2013 CIDR 0.00018133241
487 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00017645653
500 Scalable SPARQL Querying of Large RDF Graphs 2011 VLDB 0.00017413839
621 Persistent B+-Trees in Non-Volatile Main Memory 2015 VLDB 0.00015695264
759 The case against specialized graph analytics engines 2015 CIDR 0.00014273591
825 K-Core Decomposition of Large Networks on a Single PC 2016 VLDB 0.00013779895
927 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.00013161079
937 Blogel: A Block-Centric Framework for Distributed Computation on Real-World Graphs 2014 VLDB 0.00013091546
956 Parallelizing Sequential Graph Computations 2017 SIGMOD 0.0001297452
1,015 AsterixDB: A Scalable, Open Source BDMS 2014 VLDB 0.00012647763
1,021 Jaql: A Scripting Language for Large Scale Semistructured Data Analysis 2011 VLDB 0.00012606673
1,036 Parallel Subgraph Listing in a Large-Scale Graph 2014 SIGMOD 0.00012499878
1,132 SANCUS: Staleness-Aware Communication-Avoiding Full-Graph Decentralized Training in Large-Scale Graph Neural Networks 2022 VLDB 0.00012041292
1,246 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 0.00011504088
1,300 An Experimental Comparison of Pregel-like Graph Processing Systems 2014 VLDB 0.00011258552
1,339 Computing Personalized PageRank Quickly by Exploiting Graph Structures 2014 VLDB 0.00011112799
1,387 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB 0.00010949523
1,432 The More the Merrier: Efficient Multi-Source Graph Traversal 2015 VLDB 0.0001080346
1,474 Asynchronous Large-Scale Graph Processing Made Easy 2013 CIDR 0.0001066385
1,539 Distributed SociaLite: A Datalog-Based Language for Large-Scale Graph Analysis 2013 VLDB 0.000104329
1,760 Starling: An I/O-Efficient Disk-Resident Graph Index Framework for High-Dimensional Vector Similarity Search on Data Segment 2024 SIGMOD 9.8157819e-05
1,765 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 9.8079546e-05
1,803 Towards Effective Partition Management for Large Graphs 2012 SIGMOD 9.724402e-05
1,822 PALM: Parallel Architecture-Friendly Latch-Free Modifications to B+ Trees on Many-Core Processors 2011 VLDB 9.6765747e-05
1,863 ByteGNN: Efficient Graph Neural Network Training at Large Scale 2022 VLDB 9.5950349e-05
1,865 An Experimental Comparison of Partitioning Strategies in Distributed Graph Processing 2017 VLDB 9.5915721e-05
1,875 Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation 2015 VLDB 9.5728308e-05
1,911 Fast Iterative Graph Computation with Block Updates 2013 VLDB 9.4965133e-05
1,983 Pregelix: Big(ger) Graph Analytics on A Dataflow Engine 2015 VLDB 9.3544951e-05
2,065 Scalable Distributed Subgraph Enumeration 2017 VLDB 9.2352771e-05
2,148 Graph Stream Summarization: From Big Bang to Big Crunch 2016 SIGMOD 9.0825156e-05
2,159 Efficient Processing of Data Warehousing Queries in a Split Execution Environment 2011 SIGMOD 9.061086e-05
2,162 Heterogeneity-aware Distributed Parameter Servers 2017 SIGMOD 9.0581831e-05
2,196 Spinning Fast Iterative Data Flows 2012 VLDB 8.9704984e-05
2,221 Streaming Graph Partitioning: An Experimental Study 2018 VLDB 8.9260308e-05
2,285 NeMa: Fast Graph Search with Label Similarity 2013 VLDB 8.8052998e-05
2,287 TriAD: A Distributed Shared-Nothing RDF Engine based on Asynchronous Message Passing 2014 SIGMOD 8.8034872e-05
2,288 Pangolin: An Efficient and Flexible Graph Mining System on CPU and GPU 2020 VLDB 8.8025299e-05
2,295 Optimizing Graph Algorithms on Pregel-like Systems 2014 VLDB 8.7932254e-05
2,325 Giraph Unchained: Barrierless Asynchronous Parallel Execution in Pregel-like Graph Processing Systems 2015 VLDB 8.7495171e-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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