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BIG DATA, EASY BI
Data Team, eCommerce Engineering, Yahoo! Taiwan
Agenda
§  Background Introduction
§  Solution
§  Demonstration
7/11/132
Tim Hsu
•  Senior Data Engineer at Yahoo!
•  Data modeling, BI application design
•  Wants to provide an integrated, easy to use BI
system to Yahoo! EC users
7/11/133
Neal Lee
•  Data Engineer at Yahoo!
•  Aims to build up an easy to use self-service BI
platform connecting to Hadoop
7/11/134
Background Introduction
§  APAC is the best region where
Yahoo! runs EC business
§  Major EC properties
›  2001 Auction
›  2004 Shopping Mall
›  2008 Store Market
§  Yahoo! is the leading
eCommerce company in Taiwan
Who Are We?
7/11/136
In MM USD
- 1,000 2,000 3,000 4,000 5,000
EHS
National 3C Chains
Fubon momo TV shopping
FarEastern Dept store
TK 3C
PC Home
SOGO Dept Store
Y!EC
RT Mart(hyper mart)
FamiMart
PxMart (hyper mart)
Carrefour
ShinKwan Mitsukoshi
7-Eleven
2011 Taiwan Retail Revenue
Types of End Users in Yahoo! EC Taiwan
7/11/137
GM, BU Heads
Business Analysts
Marketers, Data Analysts
Category Managers
Suppliers, Sellers
BI Needs for Different Types of Users
7/11/138
SophisticatedSummarized
Business
Lowanalytics
Technical
Highanalytics
Data Scale
User Types &
Analytical Needs
GM,
BU
Business
Analysts
Marketers,
Data
Analysts
Category
Managers
Suppliers,
Sellers
Ad hoc
Reports
Challenges
7/11/139
ERP
Transactions
Web Logs
Browsing
Purchase
DW/DM
Performance
Reports
Management
Reports
Traffic
Reports
PHP,
ASP.NET
MicroStrategy
Hyperion
SQL, Store
Procedure, Pig,
HiveQL
PHP, Web
Services API
One	
  unified	
  data	
  pla.orm	
  for	
  retrieving	
  
informa5on	
  in	
  an	
  easy	
  and	
  efficient	
  way.	
  
7/11/1310
Yahoo! EC Taiwan Needs …
Solution
Where We Are Going …
7/11/1312
Business Intelligence Application
Business Intelligence Platform
Data Storage
Data Process
Data Source
Auction
Shopping
Store
Architecture
7/11/1313
Instrumentation
Instrumentation
Instrumentation
Auction
Backend
Shopping
ERP
Store
ERP
E
T
L
Oracle RAC
Listing
Member
Revenue
Seller
Sales
Supplier
F
E
T
L
Yahoo! Grid
Page View
Click Event
Session
ETL
Beacon
Servers
Data
Highway
Users
Hive
MicroStrategy
SQL Engine
Unified BI Platform
7/11/1314
Oracle RAC
In Memory Caches
Performance Test
§  Use case: Visitor distribution by demographic and device preference
§  Source Data: 293TB web logs in 60 days
§  Transformed Cube : 2.3 GB, 60.5M rows
§  Test environment
›  MicroStrategy Server: 8 Cores 2.5G, 16G RAM, v9.2.1
›  Hive Server: 4 Cores 2.5G, 4G RAM, v0.9
›  Hadoop clusters: 300+ nodes, v0.23
7/11/1315
Case C1:
Cross tab with date
slice
Case C2:
Dynamic prompt on
date
Case C3:
Dynamic data
grouping (Browser)
Case C4:
80/20 Analysis
Case C5:
Data grouping
& charting
Test Cases
7/11/1316
Case C1:
Cross tab with date
slice
Case C2:
Dynamic prompt on
date
Case C3:
Dynamic data
grouping (Browser)
Case C4:
80/20 Analysis
Case C5:
Data grouping
& charting
7/11/1317
10 CU. 25 CU. 50 CU. 100 CU.
20 Days 1.8 3.5 6.1 11.9
40 Days 3.1 6.8 12.1 24.5
60 Days 4.7 9.6 19.2 36.1
0
5
10
15
20
25
30
35
40
Avg.ResponseTime(sec)
Concurrent Users
Avg. Resp. Time by Concurrent Users
20 Days
40 Days
60 Days
20 Days 40 Days 60 Days
10 CU. 1.8 3.1 4.7
25 CU. 3.5 6.8 9.6
50 CU. 6.1 12.1 19.2
100 CU. 11.9 24.5 36.1
0
5
10
15
20
25
30
35
40
Avg.ResponseTime(sec)
Data Volume in Cube
Avg. Resp. Time by Data Volume
10 CU.
25 CU.
50 CU.
100 CU.
Test Result
Demonstration
Use Cases in Demonstration
§  Dynamic OLAP analysis using in memory cubes
§  Direct access to Hadoop through Hive
§  Self-service Business Intelligence
7/11/1319
7/11/1320
7/11/1321

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