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#"
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4,500
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XFLAG STUDIO
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• XFLAG STORE SHIBUYA
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• Coming soon…
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200+
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1 PB
@s3
2 TB / day
•
• DB
•
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• EMR
• m4.2xlarge x 20 core
• Master / Core
•
• Redshift
• ds2.8xlarge x 3 (48TB)
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KPI
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~ 2014
11
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EMR
Hive
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#/%,"+0( "$'&
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EMR
Hive
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EMR
16
• EMR
• Hive Metastore
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EMR
→ Hive Metastore
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Hive Metastore
18
• Hive Metastore
RDS
• Metastore server
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Hive Metastore
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• Spark SQL Redshift Spectrum
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34 Glue Data Catalog
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Glue Data Catalog
3*% 1(DB #")% …4
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EMR
Hive
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Hive
Why Hive?
• SQL
• Hive Metastore
•
Hive
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Hive
STEP1. ORC
STEP2.
STEP3.
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Hive
STEP1. ORC
STEP2.
STEP3.
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ORC
• Hive
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ORC
• ORC
•
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• TEZ Engine
• Cost Based Optimization
• Vectorization
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Hive
STEP1. ORC
STEP2.
STEP3.
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• Application Log
• API Application Log
(1TB/day)
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Dynamic Partition
• Dynamic Partition
• API Log / Error Log / Custom Log
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• API Log API
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Sort
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• API
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Sort
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SELECT …
FROM …
DISTRIBUTE BY RAND()
SORT BY uri
• PPD
• hive.optimize.index.filter: true
• hive.optimize.ppd: true
• hive.optimize.ppd.storage: true
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Hive
STEP1. ORC
STEP2.
STEP3.
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•
EMR
Task 1 Task 2 Task 3 Task 4
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•
Task 1
Task 2
Task 3 Task 4
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Hive
15 →
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EMR
Hive
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%$#
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→
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'-,+/0*0.#
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EMR
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!
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$"!%
• #!% SSH
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→ BI
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BI
• Zeppelin
• metabase
• re:dash
•
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BI$*(
• ECS
• !%'"*#&)
• Docker image
• Task & Service CloudFormation
• ALB CloudWatch Logs
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!
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SELECT
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)'9
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→
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$"#%
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⇒ Dimensional Modeling
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Dimensional Modeling
• Fact Dimension (= Star Schema)
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%.*-
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!
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→
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)0&
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3.-*/
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KPI
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KPI
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,4$
• https://www.monster-strike.com/promotion/12shi/#yosou
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25,000 records / s
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#8)67GET /7,87
• https://www.monster-strike.com/promotion/kiwami2017/unkyoku_ice.html
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GET
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DynamoDB: 1RCU / 1WCU
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15% EH?@BINGO
• https://www.monster-strike.com/promotion/winter2017/bingo.html
• FI>I
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$ 25-/BINGO
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' ;-/9DG2 F9BG6G#74.,
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• Kinesis Firehose Redshift
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• %#
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• ML / AI
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!