Clydesdale: Structured data processing on Hadoop

Proceedings of the ACM SIGMOD International Conference on Management of Data

Volumn , Issue , 2012, Pages 705-708

  Balmin, Andrey ^a   Kaldewey, Tim ^a   Tata, Sandeep ^a  

^a IBM ALMADEN RESEARCH CENTER   (United States)

Author keywords

hadoop; mapreduce; query processing; star joins; structured data processing

Indexed keywords

HADOOP; MAP-REDUCE; PERFORMANCE IMPROVEMENTS; QUERY PROCESSING TECHNIQUES; RESEARCH PROTOTYPE; STAR JOIN; STAR SCHEMA; STRUCTURED DATA;

QUERY PROCESSING; STARS;

DATA PROCESSING;

EID: 84862677279     PISSN: 07308078     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2213836.2213938     Document Type: Conference Paper

References (14)

1. A. Abouzeid, K. Bajda-Pawlikowski, D. J. Abadi, A. Rasin, and A. Silberschatz. HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads. PVLDB, 2(1):922-933, 2009.
2. P. A. Boncz, S. Manegold, and M. L. Kersten. Database Architecture Optimized for the New Bottleneck: Memory Access. In VLDB, pages 54-65, 1999.
3. J. Cieslewicz and K. A. Ross. Adaptive aggregation on chip multiprocessors. In VLDB, pages 339-350, 2007.
4. J. Dean and S. Ghemawat. MapReduce: Simplified Data Processing on Large Clusters. CACM, 51(1):107-113, 2008.
5. J. Dittrich, J.-A. Quiané-Ruiz, A. Jindal, Y. Kargin, V. Setty, and J. Schad. Hadoop++: Making a Yellow Elephant Run Like a Cheetah. PVLDB, 3(1):518-529, 2010.
6. A. Floratou, J. M. Patel, E. J. Shekita, and S. Tata. Column-Oriented Storage Techniques for MapReduce. PVLDB, 4(7), 2011.
7. T. Kaldewey, E. J. Shekita, and S. Tata. Clydesdale: Structured Data Processing on MapReduce. In EDBT, 2012.
8. Y. Lin, D. Agrawal, C. Chen, B. C. Ooi, and S. Wu. Llama: Leveraging Columnar Storage for Scalable Join Processing in the MapReduce Framework. In SIGMOD Conference, 2011.
9. P. E. OâǍŹNeil, E. J. OâǍŹNeil, and X. Chen. The Star Schema Benchmark (SSB). http://www.cs.umb.edu/ ËIJponeil/StarSchemaB.PDF.
10. A. Pavlo, E. Paulson, A. Rasin, D. J. Abadi, D. J. DeWitt, S. Madden, and M. Stonebraker. A Comparison of Approaches to Large-Scale Data Analysis. In SIGMOD, pages 165-178, 2009.
11. M. Stonebraker, D. J. Abadi, A. Batkin, X. Chen, M. Cherniack, M. Ferreira, E. Lau, A. Lin, S. Madden, E. J. O'Neil, P. E. O'Neil, A. Rasin, N. Tran, and S. B. Zdonik. C-Store: A Column-oriented DBMS. In VLDB, pages 553-564, 2005.
12. R. Vernica, A. Balmin, K. Beyer, and V. Ercegovac. Adaptive MapReduce using Situation-Aware Mappers. In EDBT, 2012.
13. C. Yang, C. Yen, C. Tan, and S. Madden. Osprey: Implementing MapReduce-style Fault Tolerance in a Shared-Nothing Distributed Database. In ICDE, pages 657-668, 2010.
14. M. Zukowski, P. A. Boncz, N. Nes, and S. Héman. MonetDB/X100 - A DBMS In The CPU Cache. IEEE Data Engineering Bulletin, 28(2):17-22, 2005.