Ling QIAN, Shaoling SUN, Zaihui SHI. Towards unified big data platform[J]. Big data research, 2017, 3(3): 2017032.
DOI:
Ling QIAN, Shaoling SUN, Zaihui SHI. Towards unified big data platform[J]. Big data research, 2017, 3(3): 2017032. DOI: 10.11959/j.issn.2096-0271.2017032.
Due to problems like immaturity of platform technology
lack of unified technical framework and inadaptation of organization structure
silo applications and complicated mashup structures were formed when enterprises were introducing big data technology.With maturity of big data platform technology
unified big data platform was gradually becoming the core of enterprise analysis system.The thoughts of enterprise-level big data platform integration from three aspects
management
operation and technology were analyzed.Suggestions about organization structure development
reconstruction and implementation of big data platform operation process
technology planning and realization of platform were provided.At last
practical experiences of unified big data platform integration of China Mobile were presented.
CHENG X Q , JIN X L , WANG Y Z , et al . Survey on big data system and analytic technology [J ] . Journal of Software , 2014 , 25 ( 9 ): 1889 - 1908 .
GHEMAWAT S , GOBIOFF H , LEUNG S T . The Google file system [C ] // The 19th ACM Symposium on Operating Systems Principles,October 19-22,2003,New York,USA . New York:ACM Press , 2003 : 1 - 15 .
DEAN J , GHEMAWAT S . MapReduce:simplifed data processing on large clusters [C ] // The 6th Conference on Symposium on Operating Systems Design& Implementation,December 6-8,2004,San Francisco,CA,USA . New York:ACM Press , 2004 :10.
CHANG F , DEAN J , GHEMAWAT S , et al . Bigtable:a distributed storage system for structured data [J ] . ACM Transactions on Computer Systems , 2008 , 26 ( 2 ): 15 .
MENG X F , FENG J H , ZHAO Y , et al . Application-oriented integration platform construction on big data [J ] . Big Data Research , 2017 , 3 ( 2 ): 67 - 77 .
SUN S L , ZHOU D , QIAN L . High performance query technique of cloud data warehouse [J ] . Designing Techniques of Posts and Telecommunications , 2011 ( 10 ): 23 - 26 .
ZHOU D , QIAN L , GUO L T , et al . HugeTable:telecom oriented data warehouse [C ] // 2011CCF National Conference on Service Computing,August 18,2011,Jinan,China . Jinan:[s.n.] : 2011 : 1 - 4 .
BAO Y , WANG Z , BAI Q , et al . BC-BSP:a BSP-based system with disk cache for large-scale graph processing [J ] . Open Cirrus Summit , 2012 , 7215 ( 1 ): 35 - 39 .
GUO L T , SUN H W , LUO Z G . A data distribution aware task scheduling strategy for mapreduce system [C ] // The 1st International Conference on Cloud Computing,December 1-4,2009,Beijing,China . Berlin:Springer Press , 2009 : 694 - 699 .
YU L , DUAN S Q , SHEN C W , et al . BC-PDM:data mining,social network analysis and text mining system based on cloud computing [C ] // The 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining,August 12-16,2012,Beijing,China . New York:ACM Press , 2012 : 1496 - 1499 .