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HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads

Summary: Hybrid architecture blending MapReduce scalability with DBMS-style optimization on shared-nothing hardware. Aims to match parallel DBMS performance while preserving MapReduce fault tolerance, scalability, and flexibility for cloud analytics. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9958
Venue
VLDB
Year
2009
Pagerank
0.00040401371
Overall Rank
158 | 98.91%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 72 citing papers.

Rank Citing Paper Year Venue Pagerank
109 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.00048217028
408 HaLoop: Efficient Iterative Data Processing on Large Clusters 2010 VLDB 0.00023939456
539 Shark: SQL and Rich Analytics at Scale 2013 SIGMOD 0.00020615453
587 Scalable SPARQL Querying of Large RDF Graphs 2011 VLDB 0.00019623493
789 Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing) 2010 VLDB 0.00016602215
866 Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs 2011 VLDB 0.00015771189
909 Tenzing A SQL Implementation On The MapReduce Framework 2011 VLDB 0.0001540191
947 MRShare: Sharing Across Multiple Queries in MapReduce 2010 VLDB 0.00015112344
1,048 Starfish: A Self-tuning System for Big Data Analytics 2011 CIDR 0.00014442178
1,165 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.00013567206
1,199 Hadoop-GIS: A High Performance Spatial Data Warehousing System over MapReduce 2013 VLDB 0.00013358019
1,281 Automatic Optimization for MapReduce Programs 2011 VLDB 0.00012837411
1,615 The Performance of MapReduce: An In-depth Study 2010 VLDB 0.00011137225
1,797 epiC: an Extensible and Scalable System for Processing Big Data 2014 VLDB 0.00010502488
1,838 Mesa: Geo-Replicated, Near Real-Time, Scalable Data Warehousing 2014 VLDB 0.00010353323
1,845 dbTouch: Analytics at your Fingertips 2013 CIDR 0.00010339281
1,938 From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System 2015 SIGMOD 0.00010025547
1,945 Cheetah: A High Performance, Custom Data Warehouse on Top of MapReduce 2010 VLDB 0.0001000706
2,123 SQL-on-Hadoop: Full Circle Back to Shared-Nothing Database Architectures 2014 VLDB 9.4836925e-05
2,326 Instant Loading for Main Memory Databases 2013 VLDB 9.0271498e-05
2,340 Efficient Processing of Data Warehousing Queries in a Split Execution Environment 2011 SIGMOD 9.001663e-05
2,410 Automated Partitioning Design in Parallel Database Systems 2011 SIGMOD 8.8643562e-05
2,441 CoHadoop: Flexible Data Placement and Its Exploitation in Hadoop 2011 VLDB 8.8106295e-05
2,463 REX: Recursive, Delta-Based Data-Centric Computation 2012 VLDB 8.7438403e-05
2,714 Minimal MapReduce Algorithms 2013 SIGMOD 8.2426646e-05
3,040 How to Fit when No One Size Fits 2013 CIDR 7.6672864e-05
3,070 HAWQ: A Massively Parallel Processing SQL Engine in Hadoop 2014 SIGMOD 7.6157391e-05
3,120 Llama: Leveraging Columnar Storage for Scalable Join Processing in the MapReduce Framework 2011 SIGMOD 7.533894e-05
3,193 Column-Oriented Storage Techniques for MapReduce 2011 VLDB 7.4073719e-05
3,219 Query Optimization Techniques for Partitioned Tables 2011 SIGMOD 7.3592303e-05
3,510 Integrating Hadoop and Parallel DBMS 2010 SIGMOD 7.0280199e-05
3,565 MISO: Souping Up Big Data Query Processing with a Multistore System 2014 SIGMOD 6.9627613e-05
3,606 Large-Scale Machine Learning at Twitter 2012 SIGMOD 6.9246371e-05
3,714 Optimizing Analytic Data Flows for Multiple Execution Engines 2012 SIGMOD 6.8176849e-05
3,772 Flexible Rule-Based Decomposition and Metadata Independence in Modin: A Parallel Dataframe System 2022 VLDB 6.7736479e-05
3,983 The Myria Big Data Management and Analytics System and Cloud Service 2017 CIDR 6.5588011e-05
4,226 Hyper Dimension Shuffle: Efficient Data Repartition at Petabyte Scale in SCOPE 2019 VLDB 6.3382156e-05
4,319 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 6.2823814e-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
4,694 Asynchronous and Fault-Tolerant Recursive Datalog Evaluation in Shared-Nothing Engines 2015 VLDB 5.985448e-05
5,446 Using Cloud Functions as Accelerator for Elastic Data Analytics 2023 SIGMOD 5.4986799e-05
5,563 Big Graphs: Challenges and Opportunities 2022 VLDB 5.4328211e-05
5,850 HadoopDB in Action: Building Real World Applications 2010 SIGMOD 5.3008257e-05
5,908 Building Wavelet Histograms on Large Data in MapReduce 2012 VLDB 5.2731311e-05
6,065 Towards Energy-Efficient Database Cluster Design 2012 VLDB 5.2254299e-05
6,228 The Next Generation Operational Data Historian for IoT Based on Informix 2014 SIGMOD 5.1404266e-05
6,772 Replication at the Speed of Change – a Fast, Scalable Replication Solution for Near Real-Time HTAP Processing 2020 VLDB 4.9260148e-05
6,821 Are We Experiencing a Big Data Bubble? 2014 SIGMOD 4.9102661e-05
7,269 Oracle In-Database Hadoop: When MapReduce Meets RDBMS 2012 SIGMOD 4.7768528e-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.

Rank Cited Paper Year Venue Pagerank
3 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0024217964
20 C-Store: A Column-oriented DBMS 2005 VLDB 0.00086163998
21 GAMMA - A High Performance Dataflow Database Machine 1986 VLDB 0.00086104592
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
518 An Overview of The System Software of A Parallel Relational Database Machine GRACE 1986 VLDB 0.00021161322
2,238 Cooperative Expendable Micro-Slice Servers (CEMS): Low Cost, Low Power Servers for Internet-Scale Services 2009 CIDR 9.2174642e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
981 Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads 2012 VLDB 0.00014866268
789 Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing) 2010 VLDB 0.00016602215
42 A Comparison of Approaches to Large-Scale Data Analysis 2009 SIGMOD 0.00073570328
1,615 The Performance of MapReduce: An In-depth Study 2010 VLDB 0.00011137225
2,476 A Platform for Scalable One-Pass Analytics using MapReduce 2011 SIGMOD 8.6907971e-05
2,340 Efficient Processing of Data Warehousing Queries in a Split Execution Environment 2011 SIGMOD 9.001663e-05
3,510 Integrating Hadoop and Parallel DBMS 2010 SIGMOD 7.0280199e-05
7,269 Oracle In-Database Hadoop: When MapReduce Meets RDBMS 2012 SIGMOD 4.7768528e-05
5,850 HadoopDB in Action: Building Real World Applications 2010 SIGMOD 5.3008257e-05
11,695 Integration of Large-Scale Data Processing Systems and Traditional Parallel Database Technology 2019 VLDB 4.1905499e-05