Download - Big Data – From Strategy to Production
Big Data – From Strategy to ProductionMag. Mario Meir-HuberBig Data Leader CEE
2
• Big Data – Challenges
• How to get it right?
Agenda
3
Big Data - Challenges
4 © 2014 Teradata
When Algorithms go bad …
5 © 2014 Teradata
+ 5.99$ shipping costs
6
Big Data Technology Stack
Hadoop Ecosystem
Big Data Platforms
Data Ingestion
AndProcessing
EfficiencyTrust
WorkloadGovernance
ToolsPlatform
ProgrammingParallel
Big Data Analytics
Data Science
Transformquestion
toalgorithm
Machine LearningAnalysis
IntegrationQuery
PerformanceTransform
Warehousing
Big Data Utilization
DomainExpertise
Asking theright
question
Reporting & Dashboards
Alerting & Recommend
ationsBusiness
IntelligenceText Analysis and Search
24/09/2015 6
DataCenters
Big Data Management
Scalable Data
Storage
IaaSCloud
VirtualizationNetwork
ComputeStorage
DBMSNoSQL
Man
agem
ent
Secu
rity
Pr
ivac
y
Gov
erna
nce
Data
Value
7
BIG DATA IS NOT JUST A SINGLETECHNOLOGY
8
BI/DWH Projects vs. Big Data Projects
$Xm
$Xm
$Xm
Release 1
Release 2
Release 3
3MAR
5MAY
7JUL
9SEP
11NOV
13JAN
15MAR
17MAY
19JUL
21SEP
23NOV
3MAR
5MAY
7JUL
9SEP
11NOV
13JAN
15MAR
17MAY
19JUL
21SEP
23NOV
BI/DWH Projects• Highly Planned & Controlled
• Slow Release Schedule
• 3x releases 2 years
• High Central funding cost
• Low Risk / High Success
Big Data Projects• Small Iterative Projects
• 40+ Discoveries / 2 years
• Low cost per project
• $20k-$50k per project
• BAU funded initiatives
• Project funded
• Central discovery team / BIU for free thinking
• High Risk / High Fail
• Iterates to a new project
40+ Projects over 2 years
3 Releases Over 2 years
9
BIG DATA IS NOT JUST A
USE CASE
10
BIG DATA IS AMOVEMENTMORE ANALYTICSON ALL YOUR DATA
11
Big Data – IT business alignment
Provide a business strategyInvolve all business departments
Prioritize projects and build a roadmapExecute
Provide a technology roadmapAnalyze necessary technologies
Implement a Big Data platform (Data Lake)
Execute projects
12
BIG DATA NEEDS THE
BUSINESS
13
How to get it right?
1414 © 2014 Teradata