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Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing)

Summary: Introduces Hadoop++, a UDF-driven acceleration layer that speeds MapReduce tasks inside Hadoop without modifying the framework. UDF injections at key points boost indexing and joins, beating Hadoop and HadoopDB while staying compatible with future changes. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10102
Venue
VLDB
Year
2010
Pagerank
0.00016602215
Overall Rank
789 | 94.52%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 39 of 39 citing papers.

Rank Citing Paper Year Venue Pagerank
866 Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs 2011 VLDB 0.00015771189
981 Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads 2012 VLDB 0.00014866268
1,048 Starfish: A Self-tuning System for Big Data Analytics 2011 CIDR 0.00014442178
1,281 Automatic Optimization for MapReduce Programs 2011 VLDB 0.00012837411
1,339 SkewTune: Mitigating Skew in MapReduce Applications 2012 SIGMOD 0.00012492978
1,533 PerfXplain: Debugging MapReduce Job Performance 2012 VLDB 0.00011462982
2,340 Efficient Processing of Data Warehousing Queries in a Split Execution Environment 2011 SIGMOD 9.001663e-05
2,441 CoHadoop: Flexible Data Placement and Its Exploitation in Hadoop 2011 VLDB 8.8106295e-05
2,714 Minimal MapReduce Algorithms 2013 SIGMOD 8.2426646e-05
2,812 TriAD: A Distributed Shared-Nothing RDF Engine based on Asynchronous Message Passing 2014 SIGMOD 8.0825994e-05
3,068 Efficient Multi-way Theta-Join Processing Using MapReduce 2012 VLDB 7.6241861e-05
3,120 Llama: Leveraging Columnar Storage for Scalable Join Processing in the MapReduce Framework 2011 SIGMOD 7.533894e-05
3,188 Scalable Big Graph Processing in MapReduce 2014 SIGMOD 7.4142307e-05
3,193 Column-Oriented Storage Techniques for MapReduce 2011 VLDB 7.4073719e-05
3,575 Lightning Fast and Space Efficient Inequality Joins 2015 VLDB 6.9509846e-05
3,714 Optimizing Analytic Data Flows for Multiple Execution Engines 2012 SIGMOD 6.8176849e-05
4,226 Hyper Dimension Shuffle: Efficient Data Repartition at Petabyte Scale in SCOPE 2019 VLDB 6.3382156e-05
4,563 The Unified Logging Infrastructure for Data Analytics at Twitter 2012 VLDB 6.0752535e-05
4,570 Clydesdale: Structured Data Processing on Hadoop 2012 SIGMOD 6.0704524e-05
5,110 Only Aggressive Elephants are Fast Elephants 2012 VLDB 5.6868273e-05
5,116 AdaptDB: Adaptive Partitioning for Distributed Joins 2017 VLDB 5.6805476e-05
5,378 Holistic Indexing in Main-memory Column-stores 2015 SIGMOD 5.5379945e-05
5,566 A Hadoop Based Distributed Loading Approach to Parallel Data Warehouses 2011 SIGMOD 5.4291336e-05
5,908 Building Wavelet Histograms on Large Data in MapReduce 2012 VLDB 5.2731311e-05
6,177 Exploiting Soft and Hard Correlations in Big Data Query Optimization 2016 VLDB 5.1646971e-05
7,459 Lachesis: Automatic Partitioning for UDF-Centric Analytics 2021 VLDB 4.7199075e-05
7,907 Petabyte-Scale Row-Level Operations in Data Lakehouses 2024 VLDB 4.6161532e-05
7,928 Indexing HDFS Data in PDW: Splitting the data from the index 2014 VLDB 4.6095647e-05
7,961 CARTILAGE: Adding Flexibility to the Hadoop Skeleton 2013 SIGMOD 4.6089395e-05
8,005 Pangea: Monolithic Distributed Storage for Data Analytics 2019 VLDB 4.6044087e-05
8,086 ScalaGiST: Scalable Generalized Search Trees for MapReduce Systems [Innovative Systems Paper] 2014 VLDB 4.5858883e-05
8,460 Piranha: Optimizing Short Jobs in Hadoop 2013 VLDB 4.5008938e-05
9,353 Rank Join Queries in NoSQL Databases 2014 VLDB 4.3485003e-05
9,360 Efficient Big Data Processing in Hadoop MapReduce 2012 VLDB 4.3476444e-05
11,995 DGFIndex for Smart Grid: Enhancing Hive with a Cost-Effective Multidimensional Range Index 2014 VLDB 4.1905499e-05
12,036 D-Hive: Data Bees Pollinating RDF, Text, and Time 2013 CIDR 4.1905499e-05
12,038 How Achaeans Would Construct Columns in Troy 2013 CIDR 4.1905499e-05
12,079 Mosquito: Another One Bites the Data Upload STream 2013 VLDB 4.1905499e-05
13,500 RAFT at Work: Speeding-Up MapReduce Applications under Task and Node Failures 2011 SIGMOD -
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank Cited Paper Year Venue Pagerank
3 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0024217964
15 Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters 2007 SIGMOD 0.0010668335
22 SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets 2008 VLDB 0.00084679526
42 A Comparison of Approaches to Large-Scale Data Analysis 2009 SIGMOD 0.00073570328
70 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00059744625
158 HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads 2009 VLDB 0.00040401371
169 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00038967371
240 Cache Conscious Indexing for Decision-Support in Main Memory 1999 VLDB 0.00031526134
776 Building a High-Level Dataflow System on top of Map-Reduce: The Pig Experience 2009 VLDB 0.00016765694
950 Runtime Measurements in the Cloud: Observing, Analyzing, and Reducing Variance 2010 VLDB 0.00015100872
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