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[分享]From Data Warehousing to Data Lake-ppt1
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2022-08-04
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[分享]From Data Warehousing to Data Lake-ppt1
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1 © Nokia 2016
From Data Warehouse to Data Lake
——Telecom Big Data Architecture evolution
石涛声
NOKIA成都研发中心
2016.10.15
2 © Nokia 2016
Telecom
Big Data
PM
Data Warehouse
Architecture
PM
Big Data
Architecture
Data Lake
Evolution
3 © Nokia 2016
The TMN/FCAPS Model
Current mobile network architecture
F C A P S
Fault Management
Configuration Management
Accounting Management
Performance Management
Security Management
4 © Nokia 2016
Enable technology
Technique Insight
Three dimension of BigData
• The streaming paradigm to deal with the velocity of the data
• Distributed computing to deal with the volume of the data
• open source for the variety
Volume
Velocity
Real time processing
Distributed computing
Open source
Real-time measurement, analytics,
decision and action
Every
second in
real-time
Most
structured
data
Massive
network
data
f
€
$
Variety
Velocity
Volume
Variety
5 © Nokia 2016
Stepwise approach
Backwards compatibility, evolution with reasonable steps
2G
3G
4G
5G
Data lake
architecture
Data warehouse
architecture
Big data platform
evolution
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