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A Comparison of Approaches to Large-Scale Data Analysis

Summary: Compare MapReduce with parallel DBMSs for large-scale data analysis, tying MR to decades of parallel-SQL work. A 100-node benchmark finds DBMSs load/tune longer but run faster than MR; discusses causes and future-system implications. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
ha21de992bbd6e4e8
Venue
SIGMOD
Year
2009
Pagerank
0.00045453255
Overall Rank
43 | 99.72%
DOI
10.1145/1559845.1559865

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{pavlo_sigmod09,
        title = {{A Comparison of Approaches to Large-Scale Data Analysis}},
        author = {Pavlo, Andrew and Paulson, Erik and Rasin, Alexander and Abadi, Daniel J. and DeWitt, David J. and Madden, Samuel and Stonebraker, Michael},
        series = {{SIGMOD} '09},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1559845.1559865},
        url = {https://dl.acm.org/doi/10.1145/1559845.1559865},
        year = {2009}
}

Incoming Citations (Sorted by Pagerank)

Showing 21 of 71 citing papers.

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6,337 Clydesdale: Structured Data Processing on Hadoop 2012 SIGMOD 5.7928915e-05
6,759 Cheap Data Analytics using Cold Storage Devices 2016 VLDB 5.6710776e-05
6,808 Hadoop's Adolescence: An analysis of Hadoop usage in scientific workloads 2013 VLDB 5.6608074e-05
7,052 The Next Generation Operational Data Historian for IoT Based on Informix 2014 SIGMOD 5.5961966e-05
7,329 Optimization for iterative queries on MapReduce 2014 VLDB 5.5364687e-05
7,460 Adapting TPC-C Benchmark to Measure Performance of Multi-Document Transactions in MongoDB 2019 VLDB 5.50667e-05
7,540 Benchmarking Spreadsheet Systems 2020 SIGMOD 5.4838462e-05
7,803 RAPID: In-Memory Analytical Query Processing Engine with Extreme Performance per Watt 2018 SIGMOD 5.4329661e-05
7,857 Quill: Efficient, Transferable, and Rich Analytics at Scale 2016 VLDB 5.4230146e-05
8,092 Emerging Trends in the Enterprise Data Analytics: Connecting Hadoop and DB2 Warehouse 2011 SIGMOD 5.3743878e-05
8,181 ScalaGiST: Scalable Generalized Search Trees for MapReduce Systems [Innovative Systems Paper] 2014 VLDB 5.3672299e-05
8,466 CARTILAGE: Adding Flexibility to the Hadoop Skeleton 2013 SIGMOD 5.3148581e-05
8,614 Building Highly-Optimized, Low-Latency Pipelines for Genomic Data Analysis 2015 CIDR 5.2878561e-05
9,008 Auto-BI: Automatically Build BI-Models Leveraging Local Join Prediction and Global Schema Graph 2023 VLDB 5.2245403e-05
9,488 DataGarage: Warehousing Massive Performance Data on Commodity Servers 2010 VLDB 5.1559518e-05
9,728 Efficient Big Data Processing in Hadoop MapReduce 2012 VLDB 5.1205326e-05
11,703 High-Performance Spatial Data Analytics: Systematic R&D for Scale-Out and Scale-Up Solutions from the Past to Now 2024 VLDB 4.9605343e-05
12,121 Towards Scalable UDTFs in Noria 2020 SIGMOD 4.9605343e-05
12,234 Integration of Large-Scale Data Processing Systems and Traditional Parallel Database Technology 2019 VLDB 4.9605343e-05
12,238 An Experimental Evaluation of Garbage Collectors on Big Data Applications 2019 VLDB 4.9605343e-05
12,525 DGFIndex for Smart Grid: Enhancing Hive with a Cost-Effective Multidimensional Range Index 2014 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

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