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Muppet: MapReduce-Style Processing of Fast Data

Summary: Introduces MapUpdate/Muppet, a MapReduce-style framework for continuously processing high-volume data streams on clusters with low latency and high scalability. Reworks batch-oriented MapReduce for fast-data challenges, validated in social-media and e-commerce deployments. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
10606
Venue
VLDB
Year
2012
Pagerank
8.7013171e-05
Overall Rank
2,357 | 83.84%
DOI
10.14778/2367502.2367528

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{lam_vldb12,
        title = {{Muppet: MapReduce-Style Processing of Fast Data}},
        author = {Lam, Wang and Liu, Lu and Prasad, STS and Rajaraman, Anand and Vacheri, Zoheb and Doan, AnHai},
        journal = {PVLDB},
        series = {{VLDB} '12},
        volume = {5},
        number = {12},
        pages = {1814--1825},
        doi = {10.14778/2367502.2367528},
        url = {https://doi.org/10.14778/2367502.2367528},
        year = {2012}
}

Incoming Citations (Sorted by Pagerank)

Showing 13 of 13 citing papers.

Rank Citing Paper Year Venue Pagerank
1,639 Summingbird: A Framework for Integrating Batch and Online MapReduce Computations 2014 VLDB 0.00010155021
3,202 How to Fit when No One Size Fits 2013 CIDR 7.6409287e-05
5,748 Fast Data in the Era of Big Data: Twitter's Real-Time Related Query Suggestion Architecture 2013 SIGMOD 6.1014813e-05
7,194 Model-Free Control for Distributed Stream Data Processing using Deep Reinforcement Learning 2018 VLDB 5.6766532e-05
9,125 Data Stream Warehousing 2013 SIGMOD 5.3191726e-05
9,258 Data Stream Warehousing in Tidalrace 2015 CIDR 5.29708e-05
9,336 Elasticutor: Rapid Elasticity for Realtime Stateful Stream Processing 2019 SIGMOD 5.2878276e-05
9,640 Supporting Scalable Analytics with Latency Constraints 2015 VLDB 5.2434488e-05
9,847 TSUBASA: Climate Network Construction on Historical and Real-Time Data 2022 SIGMOD 5.2094004e-05
11,820 InvaliDB: Scalable Push-Based Real-Time Queries on Top of Pull-Based Databases (Extended) 2020 VLDB 5.093636e-05
12,001 Runtime Optimization of Join Location in Parallel Data Management Systems 2017 VLDB 5.093636e-05
12,006 Query-able Kafka: An agile data analytics pipeline for mobile wireless networks 2017 VLDB 5.093636e-05
12,245 Execution and Optimization of Continuous Queries with Cyclops 2013 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
26 Models and Issues in Data Stream Systems 2002 PODS 0.00052982574
111 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00032990214
127 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00030738755
1,353 SPADE: The System S Declarative Stream Processing Engine 2008 SIGMOD 0.00011061346
2,265 A Platform for Scalable One-Pass Analytics using MapReduce 2011 SIGMOD 8.8398946e-05
4,175 Nova: Continuous Pig/Hadoop Workflows 2011 SIGMOD 6.8511274e-05
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# Overall Rank Paper Year Venue
1 5,522 Building Wavelet Histograms on Large Data in MapReduce 2012 VLDB
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5 735 Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs 2011 VLDB
6 2,312 Online Aggregation and Continuous Query support in MapReduce 2010 SIGMOD
7 3,008 Scalable Big Graph Processing in MapReduce 2014 SIGMOD
8 5,748 Fast Data in the Era of Big Data: Twitter's Real-Time Related Query Suggestion Architecture 2013 SIGMOD
9 2,539 Minimal MapReduce Algorithms 2013 SIGMOD
10 2,265 A Platform for Scalable One-Pass Analytics using MapReduce 2011 SIGMOD