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A Comparison of Join Algorithms for Log Processing in MapReduce

Summary: Evaluates common join strategies for log processing in MapReduce, highlighting platform-specific trade-offs and implementation details. Provides an empirical comparison on a 100-node Hadoop cluster to guide when to apply particular join algorithms in MapReduce workflows. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4372
Venue
SIGMOD
Year
2010
Pagerank
0.00014166872
Overall Rank
769 | 94.73%
DOI
10.1145/1807167.1807273

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{blanas_sigmod10,
        title = {{A Comparison of Join Algorithms for Log Processing in MapReduce}},
        author = {Blanas, Spyros and Patel, Jignesh M. and Ercegovac, Vuk and Rao, Jun and Shekita, Eugene J. and Tian, Yuanyuan},
        series = {{SIGMOD} '10},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1807167.1807273},
        url = {https://dl.acm.org/doi/10.1145/1807167.1807273},
        year = {2010}
}

Incoming Citations (Sorted by Pagerank)

Showing 33 of 33 citing papers.

Rank Citing Paper Year Venue Pagerank
735 Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs 2011 VLDB 0.00014522606
843 Processing Theta-Joins using MapReduce* 2011 SIGMOD 0.00013666161
872 Tenzing: A SQL Implementation On The MapReduce Framework 2011 VLDB 0.00013486409
983 Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management 2013 SIGMOD 0.0001283214
1,067 Hadoop-GIS: A High Performance Spatial Data Warehousing System over MapReduce 2013 VLDB 0.00012327784
1,171 Photon: Fault-tolerant and Scalable Joining of Continuous Data Streams 2013 SIGMOD 0.00011826434
1,791 Cheetah: A High Performance, Custom Data Warehouse on Top of MapReduce 2010 VLDB 9.7470504e-05
2,159 Efficient Processing of Data Warehousing Queries in a Split Execution Environment 2011 SIGMOD 9.061086e-05
2,389 Parallel Data Analysis Directly on Scientific File Formats 2014 SIGMOD 8.6439053e-05
2,539 Minimal MapReduce Algorithms 2013 SIGMOD 8.4526595e-05
2,642 CoHadoop: Flexible Data Placement and Its Exploitation in Hadoop 2011 VLDB 8.3059948e-05
2,892 Scalable and Adaptive Online Joins 2014 VLDB 7.9852178e-05
2,942 Llama: Leveraging Columnar Storage for Scalable Join Processing in the MapReduce Framework 2011 SIGMOD 7.9358593e-05
3,578 Advanced Join Strategies for Large-Scale Distributed Computation 2014 VLDB 7.2899943e-05
4,481 Dynamically Optimizing Queries over Large Scale Data Platforms 2014 SIGMOD 6.6754521e-05
4,779 LogKV: Exploiting Key-Value Stores for Event Log Processing 2013 CIDR 6.5125667e-05
5,122 A Padded Encoding Scheme to Accelerate Scans by Leveraging Skew 2015 SIGMOD 6.3573169e-05
5,156 Only Aggressive Elephants are Fast Elephants 2012 VLDB 6.3410921e-05
5,996 The Communication Complexity of Distributed Set-Joins with Applications to Matrix Multiplication 2015 PODS 6.0150613e-05
6,157 Similarity Join over Array Data 2016 SIGMOD 5.9554363e-05
6,255 Elastic Pipelining in an In-Memory Database Cluster 2016 SIGMOD 5.9399698e-05
6,258 Cloud-based RDF Data Management 2014 SIGMOD 5.939696e-05
6,596 Near-Optimal Distributed Band-Joins through Recursive Partitioning 2020 SIGMOD 5.828647e-05
6,632 DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs 2019 SIGMOD 5.8190054e-05
6,762 SquirrelJoin: Network-Aware Distributed Join Processing with Lazy Partitioning 2017 VLDB 5.7814194e-05
7,111 Submodularity of Distributed Join Computation 2018 SIGMOD 5.69924e-05
7,476 SyncSignature: A Simple, Efficient, Parallelizable Framework for Tree Similarity Joins 2023 VLDB 5.6090634e-05
7,709 Quill: Efficient, Transferable, and Rich Analytics at Scale 2016 VLDB 5.5628268e-05
9,263 MapReduce Algorithms for Big Data Analysis 2012 VLDB 5.2966408e-05
9,510 Efficient Big Data Processing in Hadoop MapReduce 2012 VLDB 5.2576928e-05
11,556 Scaling Equi-Joins 2022 SIGMOD 5.093636e-05
12,032 Logical Aspects of Massively Parallel and Distributed Systems 2016 PODS 5.093636e-05
12,082 Parallel Evaluation of Multi-Semi-Joins 2016 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 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
30 SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets 2008 VLDB 0.00051174276
44 A Comparison of Approaches to Large-Scale Data Analysis 2009 SIGMOD 0.00046055057
72 Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters 2007 SIGMOD 0.00037695852
242 A Performance Evaluation of Four Parallel Join Algorithms in a Shared-Nothing Multiprocessor Environment 1989 SIGMOD 0.00023604323
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