Implementation strategy of telecom operators’ data lake technology
Firstly,the traditional data architecture of telecom operators was analyzed and the problems such as low quality,lack of real-time,lack of flexibility and mutual constraints of storage and application were identified.Then,the feasibility of introducing data lake technology was discussed,the storage...
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| Format: | Article |
| Language: | zho |
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Beijing Xintong Media Co., Ltd
2019-02-01
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| Series: | Dianxin kexue |
| Subjects: | |
| Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2019029/ |
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| _version_ | 1841530476816236544 |
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| author | Junjun HU Xiaojun XIE Yanbin SHI Qi YU |
| author_facet | Junjun HU Xiaojun XIE Yanbin SHI Qi YU |
| author_sort | Junjun HU |
| collection | DOAJ |
| description | Firstly,the traditional data architecture of telecom operators was analyzed and the problems such as low quality,lack of real-time,lack of flexibility and mutual constraints of storage and application were identified.Then,the feasibility of introducing data lake technology was discussed,the storage scale and low cost of data lake,the originality of data and ease of use,and the application of on-demand modeling were clarified,which could provide great benefits for telecom operators’ data architecture optimization.Finally,the data lake construction plan of unified storage,unified standards,near-source acquisition,and application separation was proposed,and key points such as data lake data partitioning,deployment,lake entry and application data dynamic loading,and unified data management were clearly stated. |
| format | Article |
| id | doaj-art-ca1476e390964a8da0637f1bf68920f8 |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2019-02-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-ca1476e390964a8da0637f1bf68920f82025-01-15T03:03:21ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012019-02-0135849459591097Implementation strategy of telecom operators’ data lake technologyJunjun HUXiaojun XIEYanbin SHIQi YUFirstly,the traditional data architecture of telecom operators was analyzed and the problems such as low quality,lack of real-time,lack of flexibility and mutual constraints of storage and application were identified.Then,the feasibility of introducing data lake technology was discussed,the storage scale and low cost of data lake,the originality of data and ease of use,and the application of on-demand modeling were clarified,which could provide great benefits for telecom operators’ data architecture optimization.Finally,the data lake construction plan of unified storage,unified standards,near-source acquisition,and application separation was proposed,and key points such as data lake data partitioning,deployment,lake entry and application data dynamic loading,and unified data management were clearly stated.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2019029/data lakenative data storageloose coupling between storage and computationdata catalog |
| spellingShingle | Junjun HU Xiaojun XIE Yanbin SHI Qi YU Implementation strategy of telecom operators’ data lake technology Dianxin kexue data lake native data storage loose coupling between storage and computation data catalog |
| title | Implementation strategy of telecom operators’ data lake technology |
| title_full | Implementation strategy of telecom operators’ data lake technology |
| title_fullStr | Implementation strategy of telecom operators’ data lake technology |
| title_full_unstemmed | Implementation strategy of telecom operators’ data lake technology |
| title_short | Implementation strategy of telecom operators’ data lake technology |
| title_sort | implementation strategy of telecom operators data lake technology |
| topic | data lake native data storage loose coupling between storage and computation data catalog |
| url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2019029/ |
| work_keys_str_mv | AT junjunhu implementationstrategyoftelecomoperatorsdatalaketechnology AT xiaojunxie implementationstrategyoftelecomoperatorsdatalaketechnology AT yanbinshi implementationstrategyoftelecomoperatorsdatalaketechnology AT qiyu implementationstrategyoftelecomoperatorsdatalaketechnology |