DBScholar

Back to papers

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
0.0012089097
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 245 citing papers.

Rank Citing Paper Year Venue Pagerank
22 Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud 2012 VLDB 0.00056028465
105 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033605348
192 Fast Exact Shortest-Path Distance Queries on Large Networks by Pruned Landmark Labeling 2013 SIGMOD 0.00025740385
208 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024929198
235 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00023701614
385 HaLoop: Efficient Iterative Data Processing on Large Clusters 2010 VLDB 0.00019419661
392 One Trillion Edges: Graph Processing at Facebook-Scale 2015 VLDB 0.0001917435
436 Shark: SQL and Rich Analytics at Scale 2013 SIGMOD 0.00018274105
440 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018235529
444 Differential dataflow 2013 CIDR 0.0001815754
446 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00018135272
486 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00017462718
513 Scalable SPARQL Querying of Large RDF Graphs 2011 VLDB 0.00017023182
632 Persistent B+-Trees in Non-Volatile Main Memory 2015 VLDB 0.00015366735
784 The case against specialized graph analytics engines 2015 CIDR 0.00014001272
829 K-Core Decomposition of Large Networks on a Single PC 2016 VLDB 0.00013587885
902 Parallelizing Sequential Graph Computations 2017 SIGMOD 0.00013142001
923 AsterixDB: A Scalable, Open Source BDMS 2014 VLDB 0.00013034457
931 Blogel: A Block-Centric Framework for Distributed Computation on Real-World Graphs 2014 VLDB 0.00012993132
942 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.00012936571
1,040 Jaql: A Scripting Language for Large Scale Semistructured Data Analysis 2011 VLDB 0.00012336829
1,046 Parallel Subgraph Listing in a Large-Scale Graph 2014 SIGMOD 0.00012315969
1,047 SANCUS: Staleness-Aware Communication-Avoiding Full-Graph Decentralized Training in Large-Scale Graph Neural Networks 2022 VLDB 0.00012313386
1,253 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 0.00011316982
1,303 Computing Personalized PageRank Quickly by Exploiting Graph Structures 2014 VLDB 0.00011089258
1,316 An Experimental Comparison of Pregel-like Graph Processing Systems 2014 VLDB 0.00011044363
1,417 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB 0.00010706533
1,446 The More the Merrier: Efficient Multi-Source Graph Traversal 2015 VLDB 0.00010606126
1,498 Asynchronous Large-Scale Graph Processing Made Easy 2013 CIDR 0.00010445866
1,552 Distributed SociaLite: A Datalog-Based Language for Large-Scale Graph Analysis 2013 VLDB 0.00010252208
1,610 Starling: An I/O-Efficient Disk-Resident Graph Index Framework for High-Dimensional Vector Similarity Search on Data Segment 2024 SIGMOD 0.00010066881
1,757 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 9.7050769e-05
1,780 ByteGNN: Efficient Graph Neural Network Training at Large Scale 2022 VLDB 9.6601841e-05
1,847 Towards Effective Partition Management for Large Graphs 2012 SIGMOD 9.5053324e-05
1,857 Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation 2015 VLDB 9.4785847e-05
1,865 PALM: Parallel Architecture-Friendly Latch-Free Modifications to B+ Trees on Many-Core Processors 2011 VLDB 9.4644494e-05
1,904 An Experimental Comparison of Partitioning Strategies in Distributed Graph Processing 2017 VLDB 9.3826079e-05
1,960 Fast Iterative Graph Computation with Block Updates 2013 VLDB 9.2883583e-05
2,011 Pregelix: Big(ger) Graph Analytics on A Dataflow Engine 2015 VLDB 9.1800407e-05
2,023 Scalable Distributed Subgraph Enumeration 2017 VLDB 9.1568397e-05
2,187 Efficient Processing of Data Warehousing Queries in a Split Execution Environment 2011 SIGMOD 8.8889656e-05
2,196 Heterogeneity-aware Distributed Parameter Servers 2017 SIGMOD 8.8807201e-05
2,202 Graph Stream Summarization: From Big Bang to Big Crunch 2016 SIGMOD 8.861907e-05
2,240 Spinning Fast Iterative Data Flows 2012 VLDB 8.7716808e-05
2,251 NeMa: Fast Graph Search with Label Similarity 2013 VLDB 8.7460227e-05
2,253 Streaming Graph Partitioning: An Experimental Study 2018 VLDB 8.743011e-05
2,350 Optimizing Graph Algorithms on Pregel-like Systems 2014 VLDB 8.5846492e-05
2,353 TriAD: A Distributed Shared-Nothing RDF Engine based on Asynchronous Message Passing 2014 SIGMOD 8.5756201e-05
2,360 Vertexica: Your Relational Friend for Graph Analytics! 2014 VLDB 8.5628814e-05
2,384 Giraph Unchained: Barrierless Asynchronous Parallel Execution in Pregel-like Graph Processing Systems 2015 VLDB 8.5288484e-05
Previous Page 1 / 5 Next

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 0.0010494385
Previous Page 1 / 1 Next

Semantically Similar Papers