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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
4,686 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 6.5620646e-05
4,695 Graph Synopses, Sketches, and Streams: A Survey 2012 VLDB 6.5587201e-05
4,701 Nanosecond Indexing of Graph Data With Hash Maps and VLists 2019 SIGMOD 6.555048e-05
4,787 Systems for Big-Graphs 2014 VLDB 6.5079377e-05
4,813 Horton+: A Distributed System for Processing Declarative Reachability Queries over Partitioned Graphs 2013 VLDB 6.4974292e-05
4,859 Machine Learning for Big Data 2013 SIGMOD 6.4750538e-05
4,872 Ringo: Interactive Graph Analytics on Big-Memory Machines 2015 SIGMOD 6.4697044e-05
4,983 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 6.4127092e-05
5,029 Performance Guarantees for Distributed Reachability Queries 2012 VLDB 6.3960846e-05
5,075 CGgraph: An Ultra-fast Graph Processing System on Modern Commodity CPU-GPU Co-processor 2024 VLDB 6.3740128e-05
5,196 Optimizing Data-intensive Systems in Disaggregated Data Centers with TELEPORT 2022 SIGMOD 6.3230009e-05
5,287 PREDIcT: Towards Predicting the Runtime of Large Scale Iterative Analytics 2013 VLDB 6.2815429e-05
5,296 Fast and Robust Distributed Subgraph Enumeration 2019 VLDB 6.2782852e-05
5,484 Capturing Topology in Graph Pattern Matching 2012 VLDB 6.2018052e-05
5,567 iTurboGraph: Scaling and Automating Incremental Graph Analytics 2021 SIGMOD 6.1709411e-05
5,581 Subgraph Matching over Graph Federation 2022 VLDB 6.1624715e-05
5,584 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 6.1604087e-05
5,608 Big Graphs: Challenges and Opportunities 2022 VLDB 6.1514145e-05
5,610 Hybrid Edge Partitioner: Partitioning Large Power-Law Graphs under Memory Constraints 2021 SIGMOD 6.1508076e-05
5,612 Cache-Efficient Fork-Processing Patterns on Large Graphs 2021 SIGMOD 6.1501992e-05
5,675 MOCgraph: Scalable Distributed Graph Processing Using Message Online Computing 2015 VLDB 6.1252874e-05
5,783 Scaling-Up In-Memory Datalog Processing: Observations and Techniques 2019 VLDB 6.0899186e-05
5,833 Managing and Mining Large Graphs: Systems and Implementations 2012 SIGMOD 6.072775e-05
5,878 Distributed Graph Simulation: Impossibility and Possibility 2014 VLDB 6.0539311e-05
6,003 ThunderRW: An In-Memory Graph Random Walk Engine 2021 VLDB 6.0130964e-05
6,066 GRAPE: Parallelizing Sequential Graph Computations 2017 VLDB 5.9890886e-05
6,111 Scaling Queries over Big RDF Graphs with Semantic Hash Partitioning 2013 VLDB 5.9725149e-05
6,203 Automating Incremental and Asynchronous Evaluation for Recursive Aggregate Data Processing 2020 SIGMOD 5.9447217e-05
6,385 Exploiting Common Patterns for Tree-Structured Data 2017 SIGMOD 5.8899875e-05
6,423 Memory-Aware Framework for Efficient Second-Order Random Walk on Large Graphs 2020 SIGMOD 5.8813146e-05
6,430 REEF: Retainable Evaluator Execution Framework 2015 SIGMOD 5.880521e-05
6,490 CAVE: Concurrency-Aware Graph Processing on SSDs 2024 SIGMOD 5.8643667e-05
6,566 Play like a Vertex: A Stackelberg Game Approach for Streaming Graph Partitioning 2024 SIGMOD 5.8381749e-05
6,588 Lotan: Bridging the Gap between GNNs and Scalable Graph Analytics Engines 2023 VLDB 5.833338e-05
6,599 Adaptive Asynchronous Parallelization of Graph Algorithms 2018 SIGMOD 5.8250554e-05
6,736 Hadoop's Adolescence: An analysis of Hadoop usage in scientific workloads 2013 VLDB 5.787547e-05
6,857 RAGraph: A Region-Aware Framework for Geo-Distributed Graph Processing 2024 VLDB 5.7525746e-05
6,924 SUFF: Accelerating Subgraph Matching with Historical Data 2023 VLDB 5.738697e-05
6,941 LA3: A Scalable Link- and Locality-Aware Linear Algebra-Based Graph Analytics System 2018 VLDB 5.7331942e-05
7,022 SPARTex: A Vertex-Centric Framework for RDF Data Analytics 2015 VLDB 5.7242241e-05
7,040 Automatic Algorithm Transformation for Efficient Multi-Snapshot Analytics on Temporal Graphs 2017 VLDB 5.7196196e-05
7,067 PimPam: Efficient Graph Pattern Matching on Real Processing-in-Memory Hardware 2024 SIGMOD 5.7120928e-05
7,160 DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines 2022 CIDR 5.6855887e-05
7,168 Optimization for iterative queries on MapReduce 2014 VLDB 5.6841364e-05
7,171 FrogWild! – Fast PageRank Approximations on Graph Engines 2015 VLDB 5.6839455e-05
7,201 An I/O-Efficient Disk-based Graph System for Scalable Second-Order Random Walk of Large Graphs 2022 VLDB 5.6755554e-05
7,211 Toward a Distance Oracle for Billion-Node Graphs 2014 VLDB 5.6719349e-05
7,218 Fast Failure Recovery in Distributed Graph Processing Systems 2015 VLDB 5.6683391e-05
7,281 A General-Purpose Query-Centric Framework for Querying Big Graphs 2016 VLDB 5.6567845e-05
7,302 Janus: Transactional Processing of Navigational and Analytical Graph Queries on Many-core Servers 2017 CIDR 5.6505228e-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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