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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 42 of 242 citing papers.

Rank Citing Paper Year Venue Pagerank
10,207 Bw-Graph: An Efficient Graph Storage System Harmonizing Topology-Aware Tree with Paged CSR 2026 SIGMOD 5.093636e-05
10,236 FaaSBoard: Efficient Graph Processing with a Disaggregated Architecture on Serverless Services 2026 SIGMOD 5.093636e-05
10,252 GraphRTX: Lighting the Way to Scalable Graph Analytics 2026 SIGMOD 5.093636e-05
10,373 Gem: Scalable Monotonic Graph Processing Beyond Billion-Scale on a Single Machine 2026 SIGMOD 5.093636e-05
10,420 SG-Serve: Efficient Model Serving for Subgraph-based Graph Representation Learning 2026 SIGMOD 5.093636e-05
10,692 GES: High-Performance Graph Processing Engine and Service in Huawei 2025 SIGMOD 5.093636e-05
10,753 Clementi: Efficient Load Balancing and Communication Overlap for Multi-FPGA Graph Processing 2025 SIGMOD 5.093636e-05
10,763 Rule-Based Graph Cleaning with GPUs on a Single Machine 2025 SIGMOD 5.093636e-05
10,797 Using Process Calculus for Optimizing Data and Computation Sharing in Complex Stateful Parallel Computations 2025 SIGMOD 5.093636e-05
10,890 Heta: Distributed Training of Heterogeneous Graph Neural Networks 2025 VLDB 5.093636e-05
10,903 Triparts: Scalable Streaming Graph Partitioning to Enhance Community Structure 2025 VLDB 5.093636e-05
10,982 Robust Recursive Query Parallelism in Graph Database Management Systems 2025 VLDB 5.093636e-05
10,993 TuskFlow: An Efficient Graph Database for Long-Running Transactions 2025 VLDB 5.093636e-05
11,096 A Single Machine System for Querying Big Graphs with PRAM 2025 VLDB 5.093636e-05
11,097 A CPU-GPU Hybrid Labelling Algorithm for Massive Shortest Distance Queries on Road Networks 2025 VLDB 5.093636e-05
11,197 Connectivity-Oriented Property Graph Partitioning for Distributed Graph Pattern Query Processing 2024 SIGMOD 5.093636e-05
11,208 Automating Vectorized Distributed Graph Computation 2024 SIGMOD 5.093636e-05
11,225 Efficient Regular Simple Path Queries under Transitive Restricted Expressions 2024 VLDB 5.093636e-05
11,238 FSM: A Fine-grained Splitting and Merging Framework for Dual-balanced Graph Partition 2024 VLDB 5.093636e-05
11,282 KGFabric: A Scalable Knowledge Graph Warehouse for Enterprise Data Interconnection 2024 VLDB 5.093636e-05
11,360 Templating Shuffles 2023 CIDR 5.093636e-05
11,394 Parallel Strong Connectivity Based on Faster Reachability 2023 SIGMOD 5.093636e-05
11,400 Generalizing Bulk-Synchronous Parallel Processing for Data Science: From Data to Threads and Agent-Based Simulations 2023 SIGMOD 5.093636e-05
11,566 PACk: An Efficient Partition-based Distributed Agglomerative Hierarchical Clustering Algorithm for Deduplication 2022 VLDB 5.093636e-05
11,621 Scalable Robust Graph Embedding with Spark 2022 VLDB 5.093636e-05
11,662 Vertex-Centric Visual Programming for Graph Neural Networks 2021 SIGMOD 5.093636e-05
11,669 Hybrid Evaluation for Distributed Iterative Matrix Computation 2021 SIGMOD 5.093636e-05
11,677 Vertex-centric Parallel Computation of SQL Queries 2021 SIGMOD 5.093636e-05
11,693 Approaching DRAM performance by using microsecond-latency flash memory for small-sized random read accesses: a new access method and its graph applications 2021 VLDB 5.093636e-05
11,756 Approximate Pattern Matching in Massive Graphs with Precision and Recall Guarantees 2020 SIGMOD 5.093636e-05
11,760 Le Taureau : Deconstructing the Serverless Landscape & A Look Forward 2020 SIGMOD 5.093636e-05
11,825 Parallel Graph Algorithms in Constant Adaptive Rounds: Theory meets Practice 2020 VLDB 5.093636e-05
11,842 Ariadne: Online Provenance for Big Graph Analytics 2019 SIGMOD 5.093636e-05
11,942 Declarative and distributed graph analytics with GRADOOP 2018 VLDB 5.093636e-05
11,987 The Best of Both Worlds: Big Data Programming with Both Productivity and Performance 2017 SIGMOD 5.093636e-05
11,988 Graph Data Mining with Arabesque 2017 SIGMOD 5.093636e-05
12,060 dmapply: A functional primitive to express distributed machine learning algorithms in R 2016 VLDB 5.093636e-05
12,076 Rogas: A Declarative Framework for Network Analytics 2016 VLDB 5.093636e-05
12,126 CANDS: Continuous Optimal Navigation via Distributed Stream Processing 2015 VLDB 5.093636e-05
12,203 Design and Implementation of a Real-Time Interactive Analytics System for Large Spatio-Temporal Data 2014 VLDB 5.093636e-05
12,204 YZStack: Provisioning Customizable Solution for Big Data 2014 VLDB 5.093636e-05
12,237 Iterative Parallel Data Processing with Stratosphere: An Inside Look 2013 SIGMOD 5.093636e-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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