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Real Time Big Data Framework
Sharath Hosagrahar
Lead Architect, Red Hat Global Partners & Alliances Organisation
8 October 2015
Source: http://blogs.ifsworld.com/2013/02/how-will-big-data-influence-your-finance-team/
Simple Definition
Big data is a collection of data
from traditional and digital
sources inside and outside your
company that represents a
source for ongoing discovery and
analysis
TURN BIG DATA
INTO
ACTIONABLE
BUSINESS
INSIGHTS
• Collected from various sources
• Analyze and act on data separately
• Using past data to make strategic
decisions
• Batch processing driven
BIG DATA AT REST
• Similar collection process as big data
at rest
• Analytics occur in real time as the
event happens
• Common in Telco e.g. analyzing mobile
phone subscriber usage patterns
• Complex Event Processing with low
latency
BIG DATA IN MOTION
• Real time data analysis and as a result,
real time action
• Captured data can be stored in a big-data
store for batch analysis
• Batch analysis to identify and model
customer segments
• Real time analysis to act on an identified
customer segment
• Combining batch and real time analysis
provides maximum actionable business
insights
COMBINING THE TWO
RED HAT REAL TIME BIG DATA
FRAMEWORK
• Analyze large quantities of stream data in real time
• Scale out architecture
• A flexible analytical approach using JBoss BRMS
• Virtual integration with structured and unstructured
data and connects to Internet of Things (IoT) devices
• Open Source & Standards Based
• Proven Success
HIGHLIGHTS
Agile business insights and actions through real time analysis and integration of
data in motion and data at rest
• Real Time Marketing / Promotions
– Upsell/cross-sell
• Social media analysis
– Trends and News
• Location Based Services (LBS)
• Network Channel Analysis
ACTUAL CUSTOMER USE CASES
HIGH LEVEL SOLUTION ARCHITECTURE
• Distributed execution of Map-Reduce workloads based on data
from various sources performed within JBoss Data Grid
– Faster distributed processing in memory and within network
– More complex processing scenarios can be achieved by combining
this workload with the decision management capabilities within JBoss
BRMS
FEATURE 1: REAL TIME MAP REDUCE
Real-Time Processing Short Cycle Execution
Keyword
extraction
Keyword
extraction
Keyword
extraction
Sum
Sum
Sum
Relay
receive
receive
receive morphological
analysis
morphological
analysis
morphological
analysis
Watch the
word
ranking
Rule
matching
• Modify decision rules in real time
• Accumulate decision knowledge as rules and evolve
into an intelligent operational decision engine
• Short Cycle Execution
FEATURE 2: REAL TIME DECISIONING
Real-Time Processing Short Cycle Execution
Keyword
extraction
Keyword
extraction
Keyword
extraction
Sum
Sum
Sum
Relay
receive
receive
receive morphological
analysis
morphological
analysis
morphological
analysis
Watch the
word
ranking
Rule
matching
• Build virtual data views using JBoss Data
Virtualization
– Integrate real time analysis of JBoss Data Grid with
master information from RDBMS via JBoss Data
Virtualization
– Analyst can view information via dashboard or existing
business intelligence or custom applications
– Developers/Administrators can build virtual tables
with an IDE-based tool or standard SQL notations
FEATURE 3: REAL TIME BUSINESS INSIGHTS
FEATURE 3: REAL TIME BUSINESS INSIGHTS
Data
Virtualization
RDBMS
JBoss Data Virtualization
RDBMS
JBoss Data Grid
JBoss Data Grid
Deploy
Data Integration/
Virtualization
RED HAT JBOSS MIDDLEWARE COMPONENTS
RED HAT
CONSULTING APPROACH
RED HAT METHODOLOGY
RED HAT CONSULTING SERVICES
CALL CENTER SYSTEM (AS-IS)
IVR
call
call
call
call
call
call
Tele Operator
End User
Call Log
Call LogCall Log
Call Log
Call Log
Call LogCall Log
Call Log
Call Log
Call Log
Call Log
Call Log
Call Log
Call Log
Automatic
input
input
input
Write
Program Hadoop
Batch Platform
Report
Manager
Analyze Report
per 1 day
Call Center System
CALL CENTER SYSTEM (TO-BE)
IVR
call
call
call
call
call
call
Tele Operator
End User
Call Log
Call LogCall Log
Call Log
Call Log
Call LogCall Log
Call Log
Call Log
Call Log
Call Log
Call Log
Call Log
Call Log
Automatic
input
input
input
Write
Program Hadoop
Batch Platform
Report
Manager
Analyze Report
per 1 day
Call Center System
JBoss Data Grid
JBoss BRMS
JBoss EAP
JBoss
DV
Alert over threshold
Hive
Real Time Big Data Framework
Thank you
Red Hat Forum 2015
Energize Your Enterprise

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Real Time Big Data Framework

  • 1. Real Time Big Data Framework Sharath Hosagrahar Lead Architect, Red Hat Global Partners & Alliances Organisation 8 October 2015
  • 2.
  • 3.
  • 4. Source: http://blogs.ifsworld.com/2013/02/how-will-big-data-influence-your-finance-team/ Simple Definition Big data is a collection of data from traditional and digital sources inside and outside your company that represents a source for ongoing discovery and analysis
  • 6. • Collected from various sources • Analyze and act on data separately • Using past data to make strategic decisions • Batch processing driven BIG DATA AT REST
  • 7. • Similar collection process as big data at rest • Analytics occur in real time as the event happens • Common in Telco e.g. analyzing mobile phone subscriber usage patterns • Complex Event Processing with low latency BIG DATA IN MOTION
  • 8. • Real time data analysis and as a result, real time action • Captured data can be stored in a big-data store for batch analysis • Batch analysis to identify and model customer segments • Real time analysis to act on an identified customer segment • Combining batch and real time analysis provides maximum actionable business insights COMBINING THE TWO
  • 9. RED HAT REAL TIME BIG DATA FRAMEWORK
  • 10. • Analyze large quantities of stream data in real time • Scale out architecture • A flexible analytical approach using JBoss BRMS • Virtual integration with structured and unstructured data and connects to Internet of Things (IoT) devices • Open Source & Standards Based • Proven Success HIGHLIGHTS Agile business insights and actions through real time analysis and integration of data in motion and data at rest
  • 11. • Real Time Marketing / Promotions – Upsell/cross-sell • Social media analysis – Trends and News • Location Based Services (LBS) • Network Channel Analysis ACTUAL CUSTOMER USE CASES
  • 12. HIGH LEVEL SOLUTION ARCHITECTURE
  • 13. • Distributed execution of Map-Reduce workloads based on data from various sources performed within JBoss Data Grid – Faster distributed processing in memory and within network – More complex processing scenarios can be achieved by combining this workload with the decision management capabilities within JBoss BRMS FEATURE 1: REAL TIME MAP REDUCE Real-Time Processing Short Cycle Execution Keyword extraction Keyword extraction Keyword extraction Sum Sum Sum Relay receive receive receive morphological analysis morphological analysis morphological analysis Watch the word ranking Rule matching
  • 14. • Modify decision rules in real time • Accumulate decision knowledge as rules and evolve into an intelligent operational decision engine • Short Cycle Execution FEATURE 2: REAL TIME DECISIONING Real-Time Processing Short Cycle Execution Keyword extraction Keyword extraction Keyword extraction Sum Sum Sum Relay receive receive receive morphological analysis morphological analysis morphological analysis Watch the word ranking Rule matching
  • 15. • Build virtual data views using JBoss Data Virtualization – Integrate real time analysis of JBoss Data Grid with master information from RDBMS via JBoss Data Virtualization – Analyst can view information via dashboard or existing business intelligence or custom applications – Developers/Administrators can build virtual tables with an IDE-based tool or standard SQL notations FEATURE 3: REAL TIME BUSINESS INSIGHTS
  • 16. FEATURE 3: REAL TIME BUSINESS INSIGHTS Data Virtualization RDBMS JBoss Data Virtualization RDBMS JBoss Data Grid JBoss Data Grid Deploy Data Integration/ Virtualization
  • 17. RED HAT JBOSS MIDDLEWARE COMPONENTS
  • 20. RED HAT CONSULTING SERVICES
  • 21. CALL CENTER SYSTEM (AS-IS) IVR call call call call call call Tele Operator End User Call Log Call LogCall Log Call Log Call Log Call LogCall Log Call Log Call Log Call Log Call Log Call Log Call Log Call Log Automatic input input input Write Program Hadoop Batch Platform Report Manager Analyze Report per 1 day Call Center System
  • 22. CALL CENTER SYSTEM (TO-BE) IVR call call call call call call Tele Operator End User Call Log Call LogCall Log Call Log Call Log Call LogCall Log Call Log Call Log Call Log Call Log Call Log Call Log Call Log Automatic input input input Write Program Hadoop Batch Platform Report Manager Analyze Report per 1 day Call Center System JBoss Data Grid JBoss BRMS JBoss EAP JBoss DV Alert over threshold Hive Real Time Big Data Framework
  • 24. Red Hat Forum 2015 Energize Your Enterprise