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Only Aggressive Elephants are Fast Elephants

Summary: HAIL extends HDFS upload to build per-block clustered indexes on every replica, enabling fast selective MapReduce access. Aggressive indexing yields up to 60% faster uploads (default three replicas) and up to 68x faster MapReduce queries, demonstrated across six large clusters. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hcab529843ea55709
Venue
VLDB
Year
2012
Pagerank
6.1773472e-05
Overall Rank
5,297 | 64.50%
DOI
10.14778/2350229.2350267

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{dittrich_vldb12,
        title = {{Only Aggressive Elephants are Fast Elephants}},
        author = {Dittrich, Jens and Quiané-Ruiz, Jorge-Arnulfo and Richter, Stefan and Schuh, Stefan and Jindal, Alekh and Schad, Jörg},
        journal = {PVLDB},
        series = {{VLDB} '12},
        volume = {5},
        number = {11},
        pages = {1591--1602},
        doi = {10.14778/2350229.2350267},
        url = {https://doi.org/10.14778/2350229.2350267},
        year = {2012}
}

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank Citing Paper Year Venue Pagerank
1,942 Instant Loading for Main Memory Databases 2013 VLDB 9.3133693e-05
3,071 Scalable Big Graph Processing in MapReduce 2014 SIGMOD 7.6670408e-05
8,181 ScalaGiST: Scalable Generalized Search Trees for MapReduce Systems [Innovative Systems Paper] 2014 VLDB 5.3672299e-05
8,194 Indexing HDFS Data in PDW: Splitting the data from the index 2014 VLDB 5.3640595e-05
8,466 CARTILAGE: Adding Flexibility to the Hadoop Skeleton 2013 SIGMOD 5.3148581e-05
8,534 WWHow! Freeing Data Storage from Cages 2013 CIDR 5.3052609e-05
9,728 Efficient Big Data Processing in Hadoop MapReduce 2012 VLDB 5.1205326e-05
12,608 Mosquito: Another One Bites the Data Upload STream 2013 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
43 A Comparison of Approaches to Large-Scale Data Analysis 2009 SIGMOD 0.00045453255
48 Weaving Relations for Cache Performance 2001 VLDB 0.00043770511
68 Making B+-Trees Cache Conscious in Main Memory 2000 SIGMOD 0.00037861537
493 Database Tuning Advisor for Microsoft SQL Server 2005 2004 VLDB 0.0001735831
677 Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing) 2010 VLDB 0.00014835154
759 Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs 2011 VLDB 0.00014194746
799 A Comparison of Join Algorithms for Log Processing in MapReduce 2010 SIGMOD 0.00013839554
825 MRShare: Sharing Across Multiple Queries in MapReduce 2010 VLDB 0.00013600553
893 Runtime Measurements in the Cloud: Observing, Analyzing, and Reducing Variance 2010 VLDB 0.00013199466
1,286 Automatic Optimization for MapReduce Programs 2011 VLDB 0.00011187304
1,470 The Performance of MapReduce: An In-depth Study 2010 VLDB 0.00010532106
1,823 CoPhy: A Scalable, Portable, and Interactive Index Advisor for Large Workloads 2011 VLDB 9.5457638e-05
1,850 Cheetah: A High Performance, Custom Data Warehouse on Top of MapReduce 2010 VLDB 9.4997173e-05
1,937 Here are my Data Files. Here are my Queries. Where are my Results? 2011 CIDR 9.3333463e-05
2,243 Data Warehousing and Analytics Infrastructure at Facebook 2010 SIGMOD 8.767428e-05
2,699 CoHadoop: Flexible Data Placement and Its Exploitation in Hadoop 2011 VLDB 8.100024e-05
2,864 Constrained Physical Design Tuning 2008 VLDB 7.9087048e-05
2,918 Column-Oriented Storage Techniques for MapReduce 2011 VLDB 7.8517976e-05
3,164 Energy Management for MapReduce Clusters 2010 VLDB 7.5607087e-05
9,804 A Framework for Supporting DBMS-like Indexes in the Cloud 2011 VLDB 5.1149679e-05
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# Overall Rank Paper Year Venue
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