Operational business intelligence as a service in the cloud:
Gespeichert in:
| 1. Verfasser: | |
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| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
2013
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| Schlagworte: | |
| Online-Zugang: | https://nbn-resolving.org/urn:nbn:de:bvb:91-diss-20130128-1113478-0-9 Volltext Inhaltsverzeichnis |
| Beschreibung: | III, 205 S. graph. Darst. |
Internformat
MARC
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Datensatz im Suchindex
| _version_ | 1804150220429197312 |
|---|---|
| adam_text | IMAGE 1
CONTENTS
1 INTRODUCTION 1
1.1 OPERATIONAL BUSINESS INTELLIGENCE 3
1.2 CLOUD COMPUTING 6
1.2.1 SERVICE MODELS 6
1.2.2 SERVICE LEVEL AGREEMENTS 9
1.2.3 DEPLOYMENT MODELS 9
1.3 MODERN HARDWARE ARCHITECTURE 11
1.4 CONTRIBUTIONS AND OUTLINE 13
1.5 PREVIOUS PUBLICATIONS 15
2 MULTI-TENANT D B M S FOR SAAS 17
2.1 MULTI-TENANCY 18
2.1.1 CHALLENGES 18
2.1.2 IMPLEMENTATION OPTIONS 19
2.1.3 TENANT MIGRATION 27
2.1.4 SCHEMA FLEXIBILITY 28
2.1.5 VIRTUALIZATION AND MULTI-TENANCY 28
2.1.6 CONCLUSIONS 29
2.2 MULTI-TENANCY AND SAAS 31
2.2.1 EXTENSIBILITY 32
2.2.2 DATA SHARING 33
2.2.3 EVOLUTION 34
2.2.4 CONCLUSIONS 36
2.3 DATA-MODEL FOR MULTI-TENANCY 38
2.3.1 MODEL COMPONENTS 39
2.3.2 DATA AND META-DATA OVERLAY 43
I
HTTP://D-NB.INFO/1034859501
IMAGE 2
2.3.3 DATA OVERRIDING 44
2.3.4 BRANCHING 45
2.3.5 DATA ORGANIZATION 47
2.3.6 SEAMLESS UPGRADES AND EXTENSIONS 52
2.4 CONCLUSIONS 54
3 CLOUD D A T A M A N A G E M E N T PLATFORMS 5 5
3.1 OVERVIEW OF CLOUD DATA MANAGEMENT PLATFORMS 55
3.1.1 GOOGLE BIGTABLE 57
3.1.2 AMAZON DYNAMO 58
3.1.3 APACHE CASSANDRA 59
3.1.4 CONCLUSIONS 59
3.2 MULTI-TENANT DATABASE TESTBED 61
3.3 EXPERIMENTAL EVALUATION 63
3.3.1 APACHE HBASE 63
3.3.2 MS SQL 67
3.3.3 EXPERIMENTAL RESULTS 68
3.4 SERVICE MODELS FOR CLOUD DATA MANAGEMENT 69
3.4.1 DATABASE-AS-A-SERVICE 69
3.4.2 MIGRATION TOWARDS DATABASE-AS-A-SERVICE 72
3.5 CONCLUSIONS 73
4 M I X E D WORKLOADS 7 5
4.1 CHARACTERISTICS 76
4.2 CHALLENGES 78
4.3 RELATED WORK 78
4.4 TECHNIQUES FOR HANDLING MIXED WORKLOADS 81
4.4.1 REDUCED ISOLATION LEVELS 81
4.4.2 SEPARATION BY COPYING DATA 82
4.4.3 SEPARATION BY TIME 85
4.4.4 CONCLUSIONS 89
4.5 MOBIDB: SPECIAL-PURPOSE MAIN-MEMORY DBMS 90
4.5.1 SAAS ARCHITECTURE 90
4.5.2 MULTI-TENANT DBMS ARCHITECTURE 94
4.5.3 ANALYTICAL MODEL 103
II
IMAGE 3
4.5.4 EXPERIMENTAL EVALUATION 106
4.6 CONCLUSIONS I L L
5 MIXED WORKLOAD BENCHMARK 113
5.1 OVERVIEW OF THE MIXED WORKLOAD CH-BENCHMARK 115
5.1.1 SCHEMA AND INITIAL DATABASE POPULATION 115
5.1.2 TRANSACTIONAL LOAD 116
5.1.3 ANALYTICAL LOAD 117
5.1.4 BENCHMARK PARAMETERS 120
5.1.5 DATA SCALING 121
5.2 PERFORMANCE METRICS 122
5.2.1 RESPONSE TIMES AND DATA VOLUME GROWTH 124
5.2.2 ANALYTICAL MODEL AND NORMALIZATION 125
5.3 EXPERIMENTAL EVALUATION 126
5.4 DEVIATIONS FROM TPC-C AND TPC-H SPECIFICATIONS 132
5.5 CONCLUSIONS 133
6 ELASTICITY FOR M I X E D WORKLOADS 135
6.1 CHALLENGES 136
6.1.1 RESOURCE ALLOCATION CHANGES AT RUNTIME 139
6.1.2 ELASTICITY 142
6.2 ELASTIC WORKLOAD MANAGEMENT 145
6.2.1 LOCAL COORDINATION 146
6.2.2 GLOBAL COORDINATION 147
6.2.3 ELASTIC SCHEDULING 149
6.2.4 ELASTIC RESOURCE ALLOCATION IN THE CLOUD 152
6.3 ANALYTICAL MODEL 154
6.3.1 COMPOUND SERVICE LEVEL OBJECTIVES 154
6.3.2 ATTRACTIVE CSLOS 155
6.4 EXPERIMENTAL EVALUATION 165
6.5 CONCLUSIONS 172
7 CONCLUSIONS 1 7 3
III
|
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| spelling | Seibold, Michael Verfasser (DE-588)1034882015 aut Operational business intelligence as a service in the cloud Michael Seibold 2013 III, 205 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier München, Techn. Univ., Diss., 2013 Business Intelligence (DE-588)4588307-5 gnd rswk-swf Cloud Computing (DE-588)7623494-0 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Business Intelligence (DE-588)4588307-5 s Cloud Computing (DE-588)7623494-0 s DE-604 Erscheint auch als Online-Ausgabe urn:nbn:de:bvb:91-diss-20130128-1113478-0-9 https://nbn-resolving.org/urn:nbn:de:bvb:91-diss-20130128-1113478-0-9 Resolving-System http://mediatum.ub.tum.de/node?id=1113478 Verlag kostenfrei Volltext DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025903299&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Seibold, Michael Operational business intelligence as a service in the cloud Business Intelligence (DE-588)4588307-5 gnd Cloud Computing (DE-588)7623494-0 gnd |
| subject_GND | (DE-588)4588307-5 (DE-588)7623494-0 (DE-588)4113937-9 |
| title | Operational business intelligence as a service in the cloud |
| title_auth | Operational business intelligence as a service in the cloud |
| title_exact_search | Operational business intelligence as a service in the cloud |
| title_full | Operational business intelligence as a service in the cloud Michael Seibold |
| title_fullStr | Operational business intelligence as a service in the cloud Michael Seibold |
| title_full_unstemmed | Operational business intelligence as a service in the cloud Michael Seibold |
| title_short | Operational business intelligence as a service in the cloud |
| title_sort | operational business intelligence as a service in the cloud |
| topic | Business Intelligence (DE-588)4588307-5 gnd Cloud Computing (DE-588)7623494-0 gnd |
| topic_facet | Business Intelligence Cloud Computing Hochschulschrift |
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