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Take it to the Limit:An Information Architecture for Beyond HadoopJeff PollockVP, Product ManagementFebruary, 2015
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Safe Harbor Statement
The following is intended to outline our general product direction. It is intended for information purposes only, and may not be incorporated into any contract. It is not a commitment to deliver any material, code, or functionality, and should not be relied upon in making purchasing decisions. The development, release, and timing of any features or functionality described for Oracle’s products remains at the sole discretion of Oracle.
#StrataHadoop - Oracle Big Data Architecture
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Jeff Pollock speaker bio:
• Product Lead for Big Data Integration & Governance• Oracle Middleware• IBM InfoSphere
• Chief Technical Officer• Cerebra – Semantic technology startup• Modulant – Semantic technology startup
• Software Engineer• Ernst & Young LLP – Java and E-Commerce• Amgen – Information services
• Author• Semantic Web for Dummies, 2006• Adaptive Information, 2004
In this session you’ll learn about how to apply Data Discovery and Deep Data Storage for new breakthroughs in data warehousing. We’ll discuss the benefits of using Hadoop technologies like Spark, Kafka, and Hive together with enterprise information architecture and data governance best practices.
Come hear the latest about Oracle’s Big Data architecture with special emphasis on new product updates in Oracle Big Data Discovery and Oracle Data Integration offerings – including the ability to replicate data in real-time with Hadoop as well as new support for Flume, Kafka, Pig, Oozie, and Spark. You’ll also get the latest information on Oracle Big Data SQL which can access all sources in NoSQL, HBase, HDFS, and relational databases in a single query.
The gravity of big data on the information management industry is evolving the way we collect, store, move, and analyze information. It is both pulling and pushing the world of business analytics to new breakthroughs in real-time streaming, predictive capabilities, virtualized data access, and self-service modes of operation. Join us in this session as we help bridge the gap between old and new by explaining how to apply data discovery, data governance, and SQL interoperability in this brave new world of Hadoop technology.
Take it to the Limit: An Information Architecture for Beyond Hadoop
#StrataHadoop - Oracle Big Data Architecture
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
CustomerExperience
OperationalImprovement
New BusinessModels
44% 30% 26%
#StrataHadoop - Oracle Big Data Architecture
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
TraditionalCurrency
PhotoFilm
PostalServices
PrintingPress
RecordIndustry
DigitalCurrency
WebPublishing
Email DigitalCamera
#StrataHadoop - Oracle Big Data Architecture
DigitalDownload
Entire Industries are Being Disrupted
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |Copyright © 2014, Oracle and/or its affiliates. All rights reserved. |
BiggerSmarter
Easier
CheaperBetter
Faster VALUEFROM DATA
#StrataHadoop - Oracle Big Data Architecture
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Connected by Data
#StrataHadoop - Oracle Big Data Architecture
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Business Data as a Platform
#StrataHadoop - Oracle Big Data Architecture
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
New Concepts for a Modern Big Data Platform Architecture
Polyglot
Fit for Purpose Data
Lambda
Speed Layer
Batch Layer
DataSources
DataServices
Kappa
DataServices
Data PipelineDataSources
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
Revenge of the Data Nerds!
Lambda
Fit for Purpose Data
Lambda
Speed Layer
Batch Layer
DataSources
DataServices
Lambda
DataServices
Data PipelineDataSources
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Execution
Innovation
#StrataHadoop - Oracle Big Data Architecture
4th Generation Data Architecture for Big Data
WarehouseData FactoryReservoir
Data Streaming
Data Platform
Discovery Lab
Analytics
APIs
Enterprise Data
Other Data Sources
Data Streams
BusinessData
Social/LogData
Model FirstAnalytics
• Reporting-oriented• Often enterprise wide
in scope, cross LoB• “you know the
questions to ask”
Reports & Dashboards
Data FirstAnalytics
• Data Exploration• Highly visual and/or
interactive• “you don’t know the
questions to ask”
Discovery
• Telematics• Industry Services• Internet of Things• Sentiment
DataServices
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Execution
Innovation
#StrataHadoop - Oracle Big Data Architecture
Comprehensive Oracle Solution for Big Data
WarehouseFactoryReservoir
Data Streaming
Data Platform
Discovery Lab
Analytics
APIs
Enterprise Data
Other Data Sources
Data Streams
BusinessData
Social/LogData
Model FirstAnalytics
• Reporting-oriented• Often enterprise wide
in scope, cross LoB• “you know the
questions to ask”
Reports & Dashboards
Data FirstAnalytics
• Data Exploration• Highly visual and/or
interactive• “you don’t know the
questions to ask”
Discovery
• Telematics• Industry Services• Internet of Things• Sentiment
DataServices
ApacheOracleNoSQL
OracleCAF & OEP
Oracle Data Integration & Governance
Oracle Database& Big Data SQL
OracleR
OracleBig Data
Discovery
OracleBusiness
Intelligence
OracleBig Data
Discovery
Apache
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Execution
Innovation
#StrataHadoop - Oracle Big Data Architecture
Integrated Oracle Engineered Systems for Big Data
Data Streaming
Data Platform
Discovery Lab
Analytics
APIs
Enterprise Data
Other Data Sources
Data Streams
BusinessData
Social/LogData
Model FirstAnalytics
• Reporting-oriented• Often enterprise wide
in scope, cross LoB• “you know the
questions to ask”
Reports & Dashboards
Data FirstAnalytics
• Data Exploration• Highly visual and/or
interactive• “you don’t know the
questions to ask”
Discovery
• Telematics• Industry Services• Internet of Things• Sentiment
DataServices
APIs
Analytics
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Execution
Innovation
#StrataHadoop - Oracle Big Data Architecture
Visionary Oracle Cloud for Big Data
Data Platform
Discovery Lab
Analytics
APIs
Enterprise Data
Other Data Sources
Data Streams
BusinessData
Social/LogData
Model FirstAnalytics
• Reporting-oriented• Often enterprise wide
in scope, cross LoB• “you know the
questions to ask”
Reports & Dashboards
Data FirstAnalytics
• Data Exploration• Highly visual and/or
interactive• “you don’t know the
questions to ask”
Discovery
• Telematics• Industry Services• Internet of Things• Sentiment
DataServices
Data Streaming
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
Oracle Brings Business Value to Big Data
Enterprise-Grade Capabilities
Discover and Predict – Fast
Govern and Secure All Data
Simplify Access to All Data
Performance Integration Availability Scalability Manageability
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
EnterpriseProductivity
DisruptiveTechnology
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
BIG DATA DISCOVERY
#StrataHadoop - Oracle Big Data Architecture
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
Data Discovery Accelerates Time-to-Value From Data
80% effort typically spent on evaluating and preparing data
Data Uncertainty
• Not familiar and overwhelming
• Potential value not obvious
• Requires significant manipulation
Overly dependent on scarce and highly skilled resources
Tool Complexity
• Early Hadoop tools only for experts
• Existing BI tools not designed for Hadoop
• Emerging solutions lack broad capabilities
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Announcing: Oracle Big Data DiscoveryThe Visual Face of Hadoop
find explore transform discover share
#StrataHadoop - Oracle Big Data Architecture
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Find
20
• Access a rich, interactive catalog of all data in Hadoop
• Familiar search and guided navigation for ease of use
• See data set summaries, user annotation and recommendations
• Provision personal and enterprise data to Hadoop via self-service
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Explore
21
• Visualize all attributes by type
• Sort attributes by information potential
• Assess attribute statistics, data quality and outliers
• Use scratch pad to uncover correlations between attributes
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | 2222
• Intuitive, user driven data wrangling
• Extensive library of powerful data transformations and enrichments
• Preview results, undo, commit and replay transforms
• Test on sample data then apply to full data set in Hadoop
Transform
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
• Join and blend data for deeper perspectives
• Compose project pages via drag and drop
• Use powerful search and guided navigation to ask questions
• See new patterns in rich, interactive data visualizations
Discovery
#StrataHadoop - Oracle Big Data Architecture
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | 24
• Share projects, bookmarks and snapshots with others
• Build galleries and tell big data stories
• Collaborate and iterate as a team
• Publish blended data to HDFS for leverage in other tools
Share
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
Open Platform: Core Technical Innovations on Hadoop
Oracle Big Data Discovery Workloads
Hadoop Cluster(BDA or Commodity Hardware)
BDD node
data node
data node
data node
data node
name nodeData Processing, Workflow & Monitoring
• Profiling: catalog entry creation, data type & language detection, schema configuration
• Sampling: dgraph (index) file creation• Transforms: >100 functions• Enrichments: location (geo), text (cleanup,
sentiment, entity, key-phrase, whitelist tagging)
Self-Service Provisioning & Data Transfer
• Personal Data: Upload CSV and XLS to HDFS
In-Memory Discovery Indexes
• DGraph: Search, Guided Navigation, Analytics
Studio
• Web UI: Find, Explore, Transform, Discover, Share
Hadoop 2.x
Filesystem
Workload Mgmt(YARN)
Metadata(HCatalog)
Other Hadoop Workloads
MR
Spark
Hive
Pig
Oracle Big Data SQL (Oracle BDA)
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
Radical Simplicity: Discovery Lab in a Box
Big Data Discovery with the Big Data Appliance X5
• Ready to Go – just add Data
• Pre-configured, Tuned
• Integrated Management
• Run any 3rd party software
• Install Exalytics into a BDA Starter Rack– In-memory Database & Analytics
– OBIEE Certified with 12c & Big Data SQL
– Big Data Discovery Certified
– Oracle Data Integration Certified
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
BIG DATA APPLIANCE
#StrataHadoop - Oracle Big Data Architecture
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
18 Sun Oracle X5-2L Servers with per server:
• 2 * 18-core Intel® Xeon® Haswell-EP - fastest Intel processor ever shipped
• 128 GB Memory – DDR4 upgradeable from 128GB (8x16GB) to 768 GB
• 48TB Disk space
Integrated Software (4.1):
• Oracle Linux6.5, Oracle JDK 7u72
• Cloudera Distribution of Apache Hadoop 5.3 – EDH Edition, Cloudera Manager 5.3
• Oracle Big Data SQL 1.1, Oracle R Distribution 3.1.1-2, Oracle NoSQL Database CE 3.2.4
Announcing: BDA X5-2 UpdateFaster Processors, More Cores, More Memory, Same Price
BDA X5-2 vs. X4-2 Full Rack
2.25x More Cores 648 cores – Intel® Xeon® E5-2699 v3
2x More Memory Default 3.2TB DDR4-2133MHz
50% More DIMM Slots Up to 13.2TB DDR4-2133MHz
#StrataHadoop - Oracle Big Data Architecture
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
Easier Adoption of New Big Data Technologies
INTEGRATION SKILLS SECURITY
EngineeredSystems
SQL onAll Data
Database Security on
All Data
SQL
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Standard, Modular and Highly Extensible Appliance
Starter Rack is a fully cabled
and configured for growth with 6
servers
In-Rack Expansion delivers 6
server modular expansion block
Full Rack delivers optimal blend
of capacity and expansion
options
Grow by adding rack – up to 18
racks without additional switches
#StrataHadoop - Oracle Big Data Architecture
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
Driving Business Value from Technology Innovation
Use the Right Tool for the Job and benefit from the Power of “AND”
RelationalHadoop NoSQL Graph
Run the Business Integrate existing
systems
Mission-critical
tasks
Use existing
investments
Ensure skills
relevance
Change the Business
Disrupt competitors
Disintermediate
supply chains
Leverage new
paradigms
Exploit new analyses
Scale the Business
Serve data
faster
Persist data streams
Meet mobile and
device challenges
Scale-out
economically
Link the Business
Associate complex
business entities
Link to Open Data
Share data sets via
Ontology
Evolve data and
schema together
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
Proven, Cost Effective Solution
“Oracle Big Data Appliance is an excellent choice for customers looking to work with the full suite of Cloudera’s leading Hadoop-based technology. It’s more cost-effective and quicker to deploy than a DIY cluster.”
⁻ Mike Olson, Cloudera founder, Chief Strategy Officer, and Chairman of the Board
Source:ESG White Paper
21%Cost Savings
33%Faster Time
to Value
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
BIG DATA INTEGRATION
#StrataHadoop - Oracle Big Data Architecture
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
Comprehensive Integration and Governance
FastLoad
Speed Layer
Batch Layer
Oracle Data Integrator(Transform)
Oracle GoldenGate(Move & Ingest)
DataGovernanceFoundation
Enterprise Data Quality(Profile & Cleanse)
Enterprise Metadata Management & Business Glossary(Business Glossary, Data Lineage, Impact Analysis and Data Provenance)
Veridata(Verify)
Data Enrichment(Prepare)
Real-Time Data Movement– Low impact capture, stage in Hadoop– Continuous data availability
Data Transformation– Bulk data movement– Pushdown data processing
Data Governance– Prepare unstructured data– Profile data with sampling– Clean data in real time or batch– Verify data for consistency– Trace lineage of all data– Define glossary of business terms
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Staging
#StrataHadoop - Oracle Big Data Architecture
Open Lambda Architecture with Oracle Big Data Integration
Sqoop
HDFS
Hive
Flume
Cap
ture
Trai
l
Ro
ute
De
live
r
Pu
mp
Transformation
Data StreamingKafka (MPP Pub/Sub)
Storm and Trident
Spark Streaming
HBase
Discovery Sandbox/s
ROracle GoldenGate
Oracle Data Integrator
Oracle Data Governance
Oracle Data Enrichment
Model FirstAnalytics
• Reporting-oriented• Often enterprise wide
in scope, cross LoB• “you know the
questions to ask”
Data FirstAnalytics
• Data Exploration• Highly visual and/or
interactive• “you don’t know the
questions to ask”
• Telematics• Industry Services• Internet of Things• Sentiment
Reports & Dashboards
Discovery
DataServices
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Cap
ture
Trai
l
Ro
ute
Del
iver
Pu
mp
#StrataHadoop - Oracle Big Data Architecture
Announcing: Oracle GoldenGate for Big Data
New DB/HW/OS/APP
Zero Downtime Upgrades & Data Migration
Fully Active Distributed DB
High Availability& Disaster Recovery
ApplicationOffloading
Query & Report Offloading
Big Data, DW & Marts
Real-time BI, Hadoop Data Staging, Data Ingestion
Event Driven Architecture,SOA/JMS, Coherence
Message Bus& Data Grid
Data SynchronizationAcross the Enterprise
Global Data Centers
Real-time Analytics& Massive Parallelization
DataStreaming
GoldenGate
Real-timeData Delivery
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
Oracle Data Integrator for Transformation on Big Data
Flume
Hive on MR, Tez, Spark
Logs
OLTP DB
SQOOP
OGG
Pig on MR, Tez, Spark
Oracle Data Integrator
SQOOP
Any DW
OGG
Spark
OEMM
Metadata Mgmt& Lineage
API/File
Hive/HCat,HDFS,HBase
Hive/HCat,HDFS,HBase
NoSQL
Kafka
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Business Value of ODI: Low Cost and High Dev Efficiency
Oracle Confidential, under Non-Disclosure 38
No ETL engine is required
Separation of Logical and
Physical design
Physical exec on SQL, Hive, Pig, or
Spark
Runtime exec in Oozie or via ODI
Java Agent
Rich set of pre-built operators
User defined functions
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Load to Oracle
OLH/OSCH
#StrataHadoop - Oracle Big Data Architecture
Oracle Data Integration on Engineered Systems
Transform
ODI
Hive/HDFS
Federate Hive/HDFS to Oracle
Big Data SQL
Oracle DB OLTP
Load from Oracle
CopyToBDA
Hive/HDFS
OGGOGG
Hive/HDFS
SQOOP
FlumeKafka
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
BIG DATA GOVERNANCE
#StrataHadoop - Oracle Big Data Architecture
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
Data Governance is Not Easy, Hadoop is No Silver Bullet!
Data Governance
Metadata Management
Business Glossary
Data Profiling
Data Cleansing
Data Archiving
Data Privacy
PEOPLE
PROCESS TECHNOLOGY
…people and process first, …tools and capabilities next, …and, there is no magic!
“…the overall impact of poor-quality data on the whole dataset remains the same. In addition, much of the data that organizations use in a big data context comes from outside, or is of unknown structure and origin. This means that the likelihood of data quality issues is even higher than before. So data quality is actually more important in the world of big data."
- Ted Friedman, Gartnerhttp://www.gartner.com/newsroom/id/2854917
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
Operational Data Preparation for Data Without Schema
Data Discovery& Visualization
EnterpriseReporting
Internet
Logs
Unstructured & Structured Data
90% of time is spent WRANGLING DATA
MONTHS of effort spent on each new
dataset
PROGRAMERS writing scripts or complex ETL
EnterpriseETL & DataIntegration
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
Internet
Logs
Unstructured & Structured Data
Data Discovery& Visualization
EnterpriseReporting
EnterpriseETL & DataIntegration
Operational Data Preparation for Data Without Schema
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Industry Proven Data Privacy for All Data Types
extend OracleDatabase Security to Hadoop, NoSQL and
Graph data
authentication and authorization, audit and encryption on
Hadoop
end to end data transparency and
lifecycle management
Oracle Database Security
Industry Standard Access Controls and Lifecycle Controls
Relational
Hadoop
NoSQL
Graph
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
Comprehensive Metadata Management for Big Data
ETL
BIDashboards
App
ETL
ETL
Sys Admin
Executive
BI Developer
Application User
CDC
Data Steward
ETLDeveloper
Data Scientist
GG
Oracle Enterprise Metadata Management
Glossary & Catalog Harvest & Stitch Lineage
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
Most Open & Heterogeneous Big Data Solution
Hadoop HBase Hadoop Hive/Flume HP Enscribe HP NonStop HP Neoview Hypersonic SQL IBM DB2 i Series IBM DB2 UDB IBM DB2 z Series IBM Informix IBM Netezza JMS / MQ Microsoft Access Microsoft SQLServer MySQL Pivotal Greenplum PostgreSQL Salesforce.com SAP BW / BI SAP ERP / ECC SAS SQL/MP SQL/MX Sybase ASE Sybase IQ Teradata
Adaptive Altova Apache Hcatalog Apache Hive/HQL Borland CA ERwin Cloudera Impala COBOL Copybook DataStax Embarcadero EMC ProActivity GentleWare Google BigQuery Grandite Hadapt Hive Hortonworks Hive IBM Cognos IBM DB2 IBM DataStage IBM Discovery IBM Federation Server IBM Lotus Notes IBM Netezza IBM Rational Rose IBM Rational Architect Informatica Metadata Mgr. Informatica PowerCenter
CoSORT ISO SQL Standard (DDL) MapR Hadoop Hive MicroFocus Microsoft Access Microsoft Office Excel Microsoft Visio Microsoft SQL Server Microsoft SSIS Microsoft Visual Studio Microstrategy Magic Draw OMG CWM Standard OMG UML Standard Oracle BI Answers Oracle BI Enterprise Edition Oracle BI Server Oracle DAC Oracle Data Integrator Oracle Data Modeler Oracle Database Oracle Designer Oracle Hyperion Applications Oracle Hyperion Essbase Oracle Warehouse Builder Pivotal Greenplum PostgreSQL
QlikView SAP BO Crystal Reports SAP BO Designer SAP BO Desktop Intelligence SAP BO Repository SAP BO Data Integrator SAP BO Data Steward SAP Master Data Management SAP Sybase PowerDesigner SAP Sybase ASE Database SAS Data Integration Studio SAS BI Server SAS Information Map SAS Metadata Management SAS OLAP Server Select Sparx Architect Syncsort Tableau Talend Teradata Tigris Visible W3C DTD & XSD Schema
Operational Integration (Movement / Transformation) Metadata Harvesting (Glossary, Lineage & Impact Analysis) Oracle Database Oracle Exadata Oracle Big Data Appliance Oracle TimesTen Oracle OLAP Oracle Business Intelligence Oracle BI Applications Oracle E-Business Suite Oracle JD Edwards Enterprise One Oracle JD Edwards World Oracle Fusion Applications Oracle Governance Risk and Compliance Oracle Fusion AIA Oracle Retail Applications Oracle Agile BI / DW Oracle Agile PLM for Process Oracle iFlex FlexCUBE Oracle iFlex Mantas Oracle Hyperion Applications Oracle PeopleSoft Oracle Siebel CRM / OnDemand Oracle Communications Oracle WebLogic Server Oracle Coherence Data Grid Oracle SOA Suite Oracle Enterprise Service Bus
+ open APIs and standards based meta-model
Copyright © 2015, Oracle and/or its affiliates. All rights reserved. |
Land Grab of the Future isData Capital
47Copyright © 2014, Oracle and/or its affiliates. All rights reserved. | #StrataHadoop - Oracle Big Data Architecture
Copyright © 2014, Oracle and/or its affiliates. All rights reserved. |
It’s yours for the taking
#StrataHadoop - Oracle Big Data Architecture