Cloud-enabled vis-à-vis On-premise Performance Testing - Impetus Webinar
Building Your Big Data Analytics Strategy- Impetus Webinar
Transcript of Building Your Big Data Analytics Strategy- Impetus Webinar
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Building Your Big DataAnalytics Strategy: Block by
Block
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Outline
Building a Big Data Strategy
Big Data & 3Vs
3 Vs model
Big Data Analytics Lifecycle
Strategy Selection
Technology Selection
Hadoop Ecosystem
Alternative
Putting it Together
Case Studies and Applications
Q&As
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Building a Big Data Strategy
Gather Requirements
What needs to be done?
Objectives
Choose Candidate Strategy Options
Patterns & Best Practices
Choose Tools and Technology
Implementation
Operational Readiness
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Requirements
CandidateStrategySelection
Tools &TechnologySelection
Implementation
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Big Data & 3Vs Model
What is Big Data?
Define by size or volume
or by breakdown
3Vs model
Variety of Data
Volume of Data
Velocity of Data
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Big Data Analytics Life Cycle
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Creation
Ingestion
Analysis
Visualization
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BIG Data Analytics Life Cycle: Concerns
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Storage
Elasticity
Monitoring
Compression
Creation
Integrations
Tools &Technologies
Standardization
Ingestion Tools &Technologies
Testing
Pre BuiltSolutions
Analysis
Channels
In MemorySupport
Standardization
Visualization
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BIG Data Analytics Life Cycle & 3Vs
Simple and potent tool to analyze strategy requirements
Answer simple questions of how much, what type and at what rate
Applicable to each phase
Using matrix to select suitable strategy
Dictates the potential choice of solutions, tools & technologies
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How Much? What Type? What Rate?
Creation
Storage
Elasticity
Monitoring
Compression
Ingestion
Analysis
Visualization
BIG Data Analytics Life Cycle & 3Vs
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Strategy Selection
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Big Data Analytics Strategy
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Creation Ingestion Analysis Visualization
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Technology Selection
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The Hadoop Ecosystem
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Alternate/EmergingOptions
Making stuff Faster
Pervasive Datarush, Hstreaming
Cloud Map Reduce
HPCC, Datastax Brisk, Platform Computing
MARS, GPMR
Major MPPs-in-database MR-Oracle, Aster etc
Hadapt
NOSQL
Cassandra, MongoDB
, Hbase Riak
Redis
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Alternate/EmergingOptions
Graph Type DBs
Neo4j
HyperGraphDB
InfiniteGraph
Pregel
Trinity
Faster SQL DBs
VoltDB, Clustrix
Hardware + Software Solutions Exadata , Parstream
Virtualized Options of Hardware + Software Solutions such as
Xeround
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Putting itTogether
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Indirect Analytics over Hadoop
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Direct Analytics over Hadoop
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Analytics over Hadoop with MPPDW
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Case Studies
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Social Media Analytics
Problem Statement Analytics on huge data sets populated from live streaming data
Simplifying services, cost reduction, proactive analysis on
customers feedback
Challenges
Live data streaming from social media websites
Clustering
Learn typical comments, demands, questions
Value: Helps identify response / behavior anomalies
Classification
Learn to identify known patterns automatically
Value: useful in filtering, pre-emptive addressing, gaining
customer confidence
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Social Media Analytics (cont..)
Approach
Prepare matrix to capture How Much?, What Type?, What Rate
against each phase
Use big data solution strategy covering all concerns of big data
analytics lifecycle
Solution
Architected a flexible and scalable solution with near real time
streaming of social media data on daily/hourly scheduled jobs
Built a solution based on Hadoop, HBase, Hive and Mahout
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Solution Overview
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Creation Ingestion Analysis Visualization
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Summing Up
Creating a matrix to build suitable strategy
Enables creation of a platform or a solution to manage 3Vs of data
Solutions, tools & technologies
Hadoop based Big Data Analytics is a scalable and cost effective
option Strategy selection
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About Us
Strategic partners for software product engineering and R&D
Thought leaders in cutting-edge technologies
Mature processes and practices that are methodical, yet flexible
Diverse domain expertise
Our services in Big Data and Analytics
Expert consulting
Proof-of-concept & Implementation Support services
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Questions
Please send in your questions
using the chat panel
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Thank youFor more information,
write to us at [email protected]
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