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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
0.0012087459
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 0.00055938421
105 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033633007
197 Fast Exact Shortest-Path Distance Queries on Large Networks by Pruned Landmark Labeling 2013 SIGMOD 0.00025572265
208 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024899872
239 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00023499655
384 HaLoop: Efficient Iterative Data Processing on Large Clusters 2010 VLDB 0.00019471648
394 One Trillion Edges: Graph Processing at Facebook-Scale 2015 VLDB 0.00019182322
432 Shark: SQL and Rich Analytics at Scale 2013 SIGMOD 0.00018331051
442 Differential dataflow 2013 CIDR 0.00018201988
443 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018190518
445 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00018168823
497 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00017315387
512 Scalable SPARQL Querying of Large RDF Graphs 2011 VLDB 0.00017053842
630 Persistent B+-Trees in Non-Volatile Main Memory 2015 VLDB 0.00015412011
780 The case against specialized graph analytics engines 2015 CIDR 0.00014037973
834 K-Core Decomposition of Large Networks on a Single PC 2016 VLDB 0.00013576778
921 AsterixDB: A Scalable, Open Source BDMS 2014 VLDB 0.00013064043
937 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.00012971451
948 Parallelizing Sequential Graph Computations 2017 SIGMOD 0.00012908602
959 Blogel: A Block-Centric Framework for Distributed Computation on Real-World Graphs 2014 VLDB 0.00012849025
1,037 Jaql: A Scripting Language for Large Scale Semistructured Data Analysis 2011 VLDB 0.00012371105
1,042 Parallel Subgraph Listing in a Large-Scale Graph 2014 SIGMOD 0.00012331317
1,134 SANCUS: Staleness-Aware Communication-Avoiding Full-Graph Decentralized Training in Large-Scale Graph Neural Networks 2022 VLDB 0.0001188789
1,252 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 0.00011334813
1,310 An Experimental Comparison of Pregel-like Graph Processing Systems 2014 VLDB 0.00011063446
1,368 Computing Personalized PageRank Quickly by Exploiting Graph Structures 2014 VLDB 0.00010901078
1,410 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB 0.00010737126
1,443 The More the Merrier: Efficient Multi-Source Graph Traversal 2015 VLDB 0.00010634797
1,504 Asynchronous Large-Scale Graph Processing Made Easy 2013 CIDR 0.00010450172
1,550 Distributed SociaLite: A Datalog-Based Language for Large-Scale Graph Analysis 2013 VLDB 0.00010285521
1,603 Starling: An I/O-Efficient Disk-Resident Graph Index Framework for High-Dimensional Vector Similarity Search on Data Segment 2024 SIGMOD 0.00010100279
1,747 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 9.7303647e-05
1,772 ByteGNN: Efficient Graph Neural Network Training at Large Scale 2022 VLDB 9.6746467e-05
1,843 Towards Effective Partition Management for Large Graphs 2012 SIGMOD 9.5247198e-05
1,857 PALM: Parallel Architecture-Friendly Latch-Free Modifications to B+ Trees on Many-Core Processors 2011 VLDB 9.4935317e-05
1,863 Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation 2015 VLDB 9.4809535e-05
1,908 An Experimental Comparison of Partitioning Strategies in Distributed Graph Processing 2017 VLDB 9.3935543e-05
1,964 Fast Iterative Graph Computation with Block Updates 2013 VLDB 9.302712e-05
2,000 Pregelix: Big(ger) Graph Analytics on A Dataflow Engine 2015 VLDB 9.2101691e-05
2,022 Scalable Distributed Subgraph Enumeration 2017 VLDB 9.1686153e-05
2,176 Efficient Processing of Data Warehousing Queries in a Split Execution Environment 2011 SIGMOD 8.9150466e-05
2,186 Heterogeneity-aware Distributed Parameter Servers 2017 SIGMOD 8.8916253e-05
2,188 Graph Stream Summarization: From Big Bang to Big Crunch 2016 SIGMOD 8.8874856e-05
2,228 Spinning Fast Iterative Data Flows 2012 VLDB 8.7996087e-05
2,238 NeMa: Fast Graph Search with Label Similarity 2013 VLDB 8.7738068e-05
2,250 Streaming Graph Partitioning: An Experimental Study 2018 VLDB 8.7533947e-05
2,340 Optimizing Graph Algorithms on Pregel-like Systems 2014 VLDB 8.6083649e-05
2,343 TriAD: A Distributed Shared-Nothing RDF Engine based on Asynchronous Message Passing 2014 SIGMOD 8.6030486e-05
2,356 Vertexica: Your Relational Friend for Graph Analytics! 2014 VLDB 8.5852943e-05
2,373 Giraph Unchained: Barrierless Asynchronous Parallel Execution in Pregel-like Graph Processing Systems 2015 VLDB 8.5570278e-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 0.0010515896
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