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Tekin Mentes
Data Architect
tmentes@logitech.com
LOWERING IT COSTS
WITH BIG DATA AND
CLOUD MODERNIZATION
LOGITECH CONFIDENTIAL: NOT FOR DISTRIBUTION
ANALYTICS AT SCALE
SUPPORTING OUR GROWING BUSINESS
ANALYTICS AT SCALE – THE BEGINNING
• Create a decentralised self-service analytics environment for traditional business reporting and
analytics (Descriptive and Diagnostic Analytics). Becomes a purely EXPLICIT experience.
• Allowing for a centralised, cross-functional shared advanced analytics service tasked to deliver Predictive
and Prescriptive analytics to the organisation.
• A minimal investment, with leveraged return.
Mode I
Traditional Analytics
Mode II
Modern Analytics
CHALLENGES
Scalability
Structured Semi-Structured Unstructured
BatchDataVelocityReal-Time
Social Media
Sentiment
Predictive Analytics
Demand Forecasting
Price violations
on Retail sites
Data Warehousing Text Mining
Security Video
Analysis
Retail Data
scrapping
Machine Learning
ioT
Multi site ERP
Marketing Funnel
Sales Channel Mgmt
Smart Home
Natural Language
Processing (NLP) VR Gaming
Device Events
CHALLENGES
Scalability Agility
Business – determine what questions to ask
IT – Structures the data to answer the question
IT – Delivers a platform to enable creative discovery
Business – Explores what questions could be asked
Business
Intelligence
Data
Discovery
Things business knows
Things business might not know
Questions business
is unaware of
Questions known to
business
Source: Gartner
CHALLENGES
Scalability Agility
Cost
Source:Firstmark
CHALLENGES
Scalability Agility
Cost Adaptation
REFERENCE ARCHITECTURE
Metadata Management, Data Governance, Data Security
Cost and Usage Pattern
Sensor Data
Machine Data Logs
Social Data
Clickstream Data
Internet Data
Image and Video
Cloud Applications
Enterprise
Applications
Data Sources Data Insights
Self-Service /
Data Discovery
Reporting
Predictive Analytics
Statistical Analytics
Sentimental Analytics
Text Analytics
Data Mining
Data Virtualization
Data Collection
Real-Time Data Access (On-Demand / Streaming)
C
D
C
E
T
L
EDW
ODS
Cloud DW
NoSQL
Data Warehouse
File Storage (S3)
Batch DW Spark SQL
NoSQLSearch Search
Big Data
In-Memory
Analytical
Appliances
Real-Time
Decision Support
Alerts
Scorecards/
Dashboards
SOLUTION ARCHITECTURE
Amazon Web Services
AWS GlacierAWS S3 AWS Redshift
Pentaho DI
Pentaho Operations Mart
Cloudwatch SNSIAM Cloudtrail EMR SPARK Python / R
AWS RDS
Denodo Data Virtualization
Tableau Pentaho BA Data Interfaces Web ServicesOBIEE CUBES
Snowflake
Text Analytics
BIG DATA USE CASE SIMPLIFIED
BENEFITS
• Embraced cloud as a model for achieving innovation through increased efficiency,
reliability and agility, enabling broader audience to consume IT services via self-service
• Reusability and template development, rapid innovation within governance/security
structure, balanced costs, risks and service levels
• More business insights by leveraging all data, empower people with instant access to all
the data they want, the way they want it.
• Respond faster time to solution than traditional data integration – Speed to Market
• Array of connection options from structured to unstructured data
• Business Layer, enabling data consistency through single object, multiple consumers
3/8/2018
LOGITECH CONFIDENTIAL: NOT FOR
DISTRIBUTION
15
DATA VIRTUALIZATION – ROADMAP
LESSONS LEARNT
• Paradigm shift – Traditional RDBMS to Columnar Database
• Denodo - Data Delivery Platform
• Tools will change, Data will stay – Need a platform that keeps all together
• Need of Governance for Modern Analytics
• IT is enabler, not producer!
Tekin Mentes
Data Architect
tmentes@logitech.com

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Next-Gen Cloud Analytics with AWS, Big Data and Data Virtualization

  • 1. Tekin Mentes Data Architect tmentes@logitech.com LOWERING IT COSTS WITH BIG DATA AND CLOUD MODERNIZATION
  • 2.
  • 3.
  • 4.
  • 5. LOGITECH CONFIDENTIAL: NOT FOR DISTRIBUTION ANALYTICS AT SCALE SUPPORTING OUR GROWING BUSINESS
  • 6. ANALYTICS AT SCALE – THE BEGINNING • Create a decentralised self-service analytics environment for traditional business reporting and analytics (Descriptive and Diagnostic Analytics). Becomes a purely EXPLICIT experience. • Allowing for a centralised, cross-functional shared advanced analytics service tasked to deliver Predictive and Prescriptive analytics to the organisation. • A minimal investment, with leveraged return. Mode I Traditional Analytics Mode II Modern Analytics
  • 7. CHALLENGES Scalability Structured Semi-Structured Unstructured BatchDataVelocityReal-Time Social Media Sentiment Predictive Analytics Demand Forecasting Price violations on Retail sites Data Warehousing Text Mining Security Video Analysis Retail Data scrapping Machine Learning ioT Multi site ERP Marketing Funnel Sales Channel Mgmt Smart Home Natural Language Processing (NLP) VR Gaming Device Events
  • 8. CHALLENGES Scalability Agility Business – determine what questions to ask IT – Structures the data to answer the question IT – Delivers a platform to enable creative discovery Business – Explores what questions could be asked Business Intelligence Data Discovery Things business knows Things business might not know Questions business is unaware of Questions known to business
  • 11. REFERENCE ARCHITECTURE Metadata Management, Data Governance, Data Security Cost and Usage Pattern Sensor Data Machine Data Logs Social Data Clickstream Data Internet Data Image and Video Cloud Applications Enterprise Applications Data Sources Data Insights Self-Service / Data Discovery Reporting Predictive Analytics Statistical Analytics Sentimental Analytics Text Analytics Data Mining Data Virtualization Data Collection Real-Time Data Access (On-Demand / Streaming) C D C E T L EDW ODS Cloud DW NoSQL Data Warehouse File Storage (S3) Batch DW Spark SQL NoSQLSearch Search Big Data In-Memory Analytical Appliances Real-Time Decision Support Alerts Scorecards/ Dashboards
  • 12. SOLUTION ARCHITECTURE Amazon Web Services AWS GlacierAWS S3 AWS Redshift Pentaho DI Pentaho Operations Mart Cloudwatch SNSIAM Cloudtrail EMR SPARK Python / R AWS RDS Denodo Data Virtualization Tableau Pentaho BA Data Interfaces Web ServicesOBIEE CUBES Snowflake Text Analytics
  • 13. BIG DATA USE CASE SIMPLIFIED
  • 14. BENEFITS • Embraced cloud as a model for achieving innovation through increased efficiency, reliability and agility, enabling broader audience to consume IT services via self-service • Reusability and template development, rapid innovation within governance/security structure, balanced costs, risks and service levels • More business insights by leveraging all data, empower people with instant access to all the data they want, the way they want it. • Respond faster time to solution than traditional data integration – Speed to Market • Array of connection options from structured to unstructured data • Business Layer, enabling data consistency through single object, multiple consumers
  • 15. 3/8/2018 LOGITECH CONFIDENTIAL: NOT FOR DISTRIBUTION 15 DATA VIRTUALIZATION – ROADMAP
  • 16. LESSONS LEARNT • Paradigm shift – Traditional RDBMS to Columnar Database • Denodo - Data Delivery Platform • Tools will change, Data will stay – Need a platform that keeps all together • Need of Governance for Modern Analytics • IT is enabler, not producer!