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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
h273eaf9138386a75
Venue
VLDB
Year
2012
Pagerank
8.5227959e-05
Overall Rank
2,397 | 83.89%
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
1,633 Summingbird: A Framework for Integrating Batch and Online MapReduce Computations 2014 VLDB 0.00010019617
3,258 How to Fit when No One Size Fits 2013 CIDR 7.4873069e-05
5,828 Fast Data in the Era of Big Data: Twitter's Real-Time Related Query Suggestion Architecture 2013 SIGMOD 5.9786171e-05
7,315 Model-Free Control for Distributed Stream Data Processing using Deep Reinforcement Learning 2018 VLDB 5.554799e-05
8,902 InvaliDB: Scalable Push-Based Real-Time Queries on Top of Pull-Based Databases (Extended) 2020 VLDB 5.2559789e-05
9,292 Data Stream Warehousing 2013 SIGMOD 5.2002645e-05
9,432 Data Stream Warehousing in Tidalrace 2015 CIDR 5.1782278e-05
9,471 Elasticutor: Rapid Elasticity for Realtime Stateful Stream Processing 2019 SIGMOD 5.1711628e-05
9,816 Supporting Scalable Analytics with Latency Constraints 2015 VLDB 5.1257999e-05
10,031 TSUBASA: Climate Network Construction on Historical and Real-Time Data 2022 SIGMOD 5.0925155e-05
12,298 Runtime Optimization of Join Location in Parallel Data Management Systems 2017 VLDB 4.9793485e-05
12,302 Query-able Kafka: An agile data analytics pipeline for mobile wireless networks 2017 VLDB 4.9793485e-05
12,536 Execution and Optimization of Continuous Queries with Cyclops 2013 SIGMOD 4.9793485e-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 0.00052121228
112 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00032459277
127 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00030427614
1,386 SPADE: The System S Declarative Stream Processing Engine 2008 SIGMOD 0.00010843396
2,282 A Platform for Scalable One-Pass Analytics using MapReduce 2011 SIGMOD 8.6964781e-05
4,254 Nova: Continuous Pig/Hadoop Workflows 2011 SIGMOD 6.7011496e-05
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# Overall Rank Paper Year Venue
1 5,652 Building Wavelet Histograms on Large Data in MapReduce 2012 VLDB
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3 9,816 Supporting Scalable Analytics with Latency Constraints 2015 VLDB
4 1,072 Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads 2012 VLDB
5 753 Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs 2011 VLDB
6 2,361 Online Aggregation and Continuous Query support in MapReduce 2010 SIGMOD
7 5,828 Fast Data in the Era of Big Data: Twitter's Real-Time Related Query Suggestion Architecture 2013 SIGMOD
8 3,066 Scalable Big Graph Processing in MapReduce 2014 SIGMOD
9 2,573 Minimal MapReduce Algorithms 2013 SIGMOD
10 2,282 A Platform for Scalable One-Pass Analytics using MapReduce 2011 SIGMOD