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Unlock the power of Hadoop
to enable interactive analytics
& real-time Business Intelligence July 10, 2013
Web Briefing:
Unlock the power of Hadoop
to enable interactive analytics
• Thank you for joining today’s session!
• The web briefing will start momentarily.
• We will use the WebEx Q & A feature
Today’s Slides are available at www.slideshare.net/kognitio
@Hortonworks
@Kognitio
Follow the conversation on Twitter:
Teleconference:
Use your computer, or call:
US +1 631 267 4890
UK +44-203-478-5289
Passcode: 841 203 797
Unlock the power of Hadoop
to enable interactive analytics
July 10, 2013
Demonstration: SQL and Hadoop with in‐memory 
MPP Acceleration  ‐ Stuart Watt
Hadoop meets Mature BI: Interactive Analytics
‐ Michael Hiskey
Modern Data Architectures
‐ John Kriesa
Web Briefing Agenda
© Hortonworks Inc. 2013
Modern Data Architectures
Big data drivers and patterns
John Kreisa – VP Strategic Marketing, Hortonworks
@marked_man
© Hortonworks Inc. 2013
Existing Data ArchitectureAPPLICATIONSDATA SYSTEMS
TRADITIONAL REPOS
RDBMS EDW MP
P
DATA SOURCES
OLTP, 
POS 
SYSTEMS
OPERATIONAL
TOOLS
MANAGE & 
MONITOR
Traditional Sources 
(RDBMS, OLTP, OLAP)
DEV & DATA
TOOLS
BUILD & 
TEST
Business 
Analytics
Custom 
Applications
Enterprise 
Applications
Page 5
© Hortonworks Inc. 2013
6 Common Types of Hadoop Data
1. Sentiment
Understand how your customers feel about your brand and
products – right now
2. Clickstream
Capture and analyze website visitors’ data trails and
optimize your website
3. Sensor/Machine
Discover patterns in data streaming automatically from
remote sensors and machines
4. Geographic
Analyze location-based data to manage operations where
they occur
5. Server Logs
Research logs to diagnose process failures and prevent
security breaches
6. Unstructured (txt, video, pictures, etc..)
Understand patterns in text across millions of web pages,
emails, and documents
Value
Page 6
© Hortonworks Inc. 2013
Next-Generation Data Architecture
Page 7
APPLICATIONSDATA SYSTEMS
Microsoft Applications
DATA SOURCES
Traditional Sources 
(RDBMS, OLTP, OLAP)
In‐memory MPP Accelerator
BI Tools & OLAP Clients
TRADITIONAL REPOS
RDBMS EDW MPP
OPERATIONAL
TOOLS
MANAGE & 
MONITOR
DEV & DATA
TOOLS
BUILD & 
TEST
New Sources 
(web logs, email, sensors, social media)
HORTONWORKS 
DATA PLATFORM
© Hortonworks Inc. 2013
Interoperating With Your Data Tools
Page 8
APPLICATIONSDATA SYSTEMS
Microsoft Applications
DATA SOURCES
Traditional Sources 
(RDBMS, OLTP, OLAP)
In‐memory MPP Accelerator
HORTONWORKS 
DATA PLATFORM
OPERATIONAL
TOOLS
Viewpoint
DEV & DATA
TOOLS
TRADITIONAL REPOS
New Sources 
(web logs, email, sensors, social media)
© Hortonworks Inc. 2013
Big Data
Transactions, Interactions, Observations
Hadoop Common Patterns of Use
Business Cases
HORTONWORKS
DATA PLATFORM
Refine Explore Enrich
Batch Interactive Online
“Right-time” Access to Data
Page 9
© Hortonworks Inc. 2013
Data SystemsApplicationsSources
Infrastructure ‐ Data Lake
Modern Data Architecture
Hadoop as a Shared Data Lake
TRADITIONAL REPOS
RDBMS EDW MPP
Custom 
Analytic App
New Sources 
(logs, clicks, social media, sensors)
Packaged 
Analytic App
Traditional Sources 
(RDBMS, OLTP, OLAP)
• A more mature
organization will have
this as a goal for Hadoop
ENTERPRISE 
HADOOP 
PLATFORM
Page 10
• Store all data and
build/enable applications
on shared “data lake”
• Delivers broad value
across the enterprise
In‐memory MPP Accelerator
HORTONWORKS 
DATA PLATFORM
• Seamless SQL access
with interactive analytics
© Hortonworks Inc. 2013
Data SystemsApplicationsSources
Hadoop for New Targeted Applications
TRADITIONAL REPOS
RDBMS EDW MPP
New Sources 
(logs, clicks, social media, sensors)
Packaged 
Analytic App
Traditional Sources 
(RDBMS, OLTP, OLAP)
ENTERPRISE 
HADOOP 
PLATFORM
Business Application
Catalyst: Type of Data
Custom 
Analytic App
In‐memory MPP Accelerator
HORTONWORKS 
DATA PLATFORM
• Many organizations start
here & expand usage
• Driven by a type of data
that was not capable of
analysis before Hadoop
• Delivers explicit value for
a business case or an
individual LOB
• Complementary to
existing applications that
use SQL
• Interactive analytics with
MPP in-memory
execution of R, Python,
Perl, etc.
© Hortonworks Inc. 2013
OS Cloud VM Appliance
HDP: Enterprise Hadoop Distribution
Page 12
PLATFORM 
SERVICES
HADOOP 
CORE
Enterprise Readiness
High Availability, Disaster Recovery,
Security and Snapshots
HORTONWORKS 
DATA PLATFORM (HDP)
OPERATIONAL 
SERVICES
DATA
SERVICES
HIVE & 
HCATALOG
PIG HBASE
OOZIE
AMBARI
HDFS
MAP REDUCE
Hortonworks
Data Platform (HDP)
Enterprise Hadoop
• The ONLY 100% open source
and complete distribution
• Enterprise grade, proven and
tested at scale
• Ecosystem endorsed to
ensure interoperability
SQOOP
FLUME
NFS
LOAD & 
EXTRACT
WebHDFS
Hadoop meets Mature
BI: Interactive Analytics
Michael Hiskey
VP of Marketing & Business Development
@mphnyc
Mature Business Intelligence and Reporting
Numbers, tables, charts, indicators
…accessed with ease and simplicity
Historical information, latency
BI tools have plateaued
Decision Support
Advanced analytics and data science
More math…a lot more math
Drive for a deeper level of understanding
Dynamic
Simulation
Statistical
Analysis
Behavior
modellingReporting
Fraud
detection
create external script LM_PRODUCT_FORECAST environment rsint
receives ( SALEDATE DATE, DOW INTEGER, ROW_ID INTEGER, PRODNO INTEGER, DA
partition by PRODNO order by PRODNO, ROW_ID
sends ( R_OUTPUT varchar )
isolate partitions
script S'endofr( # Simple R script to run a linear fit on daily sales
prod1<-read.csv(file=file("stdin"), header
colnames(prod1)<-c("DOW","ID","PRODNO","DA
dim1<-dim(prod1)
daily1<-aggregate(prod1$DAILYSALES, list(D
daily1[,2]<-daily1[,2]/sum(daily1[,2])
basesales<-array(0,c(dim1[1],2))
basesales[,1]<-prod1$ID
basesales[,2]<-(prod1$DAILYSALES/daily1[pr
colnames(basesales)<-c("ID","BASESALES")
fit1=lm(BASESALES ~ ID,as.data.frame(bases
forecast<-array(0,c(dim1[1]+28,4))
colnames(forecast)<-c("ID","ACTUAL","PREDI
select Trans_Year, Num_Trans,
count(distinct Account_ID) Num_Accts,
sum(count( distinct Account_ID)) over (partition by Trans_Year order by Num_Tran
cast(sum(total_spend)/1000 as int) Total_Spend,
cast(sum(total_spend)/1000 as int) / count(distinct Account_ID) Avg_Yearly_Spend
rank() over (partition by Trans_Year order by count(distinct Account_ID) desc) R
rank() over (partition by Trans_Year order by sum(total_spend) desc) Rank_by_Tot
from( select Account_ID,
Extract(Year from Effective_Date) Trans_Year,
count(Transaction_ID) Num_Trans,
sum(Transaction_Amount) Total_Spend,
avg(Transaction_Amount) Avg_Spend
from Transaction_fact
where extract(year from Effective_Date)<2009
and Trans_Type='D'
and Account_ID<>9025011
and actionid in (select actionid from DEMO_FS.V_FIN_actions
where actionoriginid =1)
group by Account_ID, Extract(Year from Effective_Date)
) Acc_Summary
group by Trans_Year, Num_Trans
order by Trans_Year desc, Num_Trans;
select dept, sum(sales)
from sales_fact
Where period between date ‘01-05-2006’ a
group by dept
having sum(sales) > 50000;
select sum(sales)
from sales_history
where year = 2006 and month = 5 and regi
select total_sales
from summary
where year = 2006 and month = 5 and regi
The Analytical Enterprise
Business
Analyst
Systems
Admin
Data
Scientist
Sexiest job of the 21st Century?
Key: “Graduation”
• Projects will need to easily Graduate
from the Data Science Lab and
become part of Business as Usual
Your goal:
PRESS HERE
…and really cool Big Data stuff happens!
Big Data: Bring the Analytics TO the Data
Kognitio Hadoop Integration
• Kognitio Map/Reduce Agent uploads itself to
Hadoop nodes
• Query passes selections, relevant predicates
• Data filtering & projection locally on each node
• Data filtered as it is read from file(s)
• Only data of interest is transferred and loaded
into memory via parallel load streams
Demonstration: 
SQL &Hadoop with in‐memory 
MPP Acceleration
Stuart Watt
Senior Systems Engineer
@Kognitio
© Hortonworks Inc. 2013
Hortonworks Snapshot
• We distribute the only 100%
Open Source Enterprise
Hadoop Distribution:
Hortonworks Data
Platform
• We engineer, test & certify
HDP for enterprise usage
• We employ the core
architects, builders and
operators of Apache Hadoop
• We drive innovation within
Apache Software
Foundation projects
• We are uniquely positioned
to deliver the highest quality
of Hadoop support
• We enable the ecosystem to
work better with Hadoop
Develop Distribute Support
We develop, distribute and support
the ONLY 100% open source
Enterprise Hadoop distribution
Endorsed by Strategic Partners
Headquarters: Palo Alto, CA
Employees: 200+ and growing
Investors: Benchmark, Index, Yahoo,
Tenaya, Dragoneer
Kognitio Snapshot: Mature SQL atop Hadoop
Kognitio is an in‐memory 
analytical platform that is tightly 
integrated with Hadoop for high‐
performance advanced analytics 
that make Big Data more 
consumable for enterprises, 
especially those with mature BI 
environments or engrained 
tools. 
• Privately held
• Invented the in‐memory analytical platform
• Labs in the UK ‐ HQ in New York, NY 
• Powering advanced analytics at 
organizations worldwide, such as: 
© Hortonworks Inc. 2013
Interactive analytics with Hadoop:
Getting Started
• Assess your environment and use case for Hortonworks Data Platform
+ Kognitio Analytical Platform www.kognitio.com/hadoop
Download Hortonworks Sandbox
www.hortonworks.com/sandbox
Sign up for Training for in-depth learning
hortonworks.com/hadoop-training/
ZERO to big data in 15 minutes:
Request a Meeting
Download the Kognitio Analytical Platform
• No registration required
• Perpetual license - No time limits
www.kognitio.com/free
Question & Answer session will be conducted electronically,
using the panel to the right of your screen
Today’s Slides available at: www.slideshare.net/kognitio
Download Hortonworks Sandbox
www.hortonworks.com/sandbox
Download the Kognitio Analytical Platform
• No registration required
• Perpetual license - No time limits
www.kognitio.com/free
Unlock the power of Hadoop to
enable interactive analytics
Request a Meeting
www.kognitio.com/hadoop
connect
www.kognitio.com
twitter.com/kognitiolinkedin.com/companies/kognitio
tinyurl.com/kognitio youtube.com/kognitio
+1 855  KOGNITIO
© Hortonworks Inc. 2013
Hortonworks Sandbox
Fastest onramp to Apache Hadoop
• What is it?
– Free, virtualized single-node version of Hortonworks Data Platform
– A personal Hadoop environment
– An integrated learning environment with hands-on step-by-step tutorials
• What it does?
– Dramatically accelerates the process of learning Apache Hadoop
– Accelerates & validates the use of Hadoop within your unique data
architecture
– Use your data to explore and investigate your use cases
• ZERO to big data in 15 minutes
• Get Started!
Page 25
Download Hortonworks Sandbox
www.hortonworks.com/sandbox
Sign up for Training for in-depth learning
hortonworks.com/hadoop-training/

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Web Briefing: Unlock the power of Hadoop to enable interactive analytics

  • 1. Unlock the power of Hadoop to enable interactive analytics & real-time Business Intelligence July 10, 2013
  • 2. Web Briefing: Unlock the power of Hadoop to enable interactive analytics • Thank you for joining today’s session! • The web briefing will start momentarily. • We will use the WebEx Q & A feature Today’s Slides are available at www.slideshare.net/kognitio @Hortonworks @Kognitio Follow the conversation on Twitter: Teleconference: Use your computer, or call: US +1 631 267 4890 UK +44-203-478-5289 Passcode: 841 203 797
  • 3. Unlock the power of Hadoop to enable interactive analytics July 10, 2013 Demonstration: SQL and Hadoop with in‐memory  MPP Acceleration  ‐ Stuart Watt Hadoop meets Mature BI: Interactive Analytics ‐ Michael Hiskey Modern Data Architectures ‐ John Kriesa Web Briefing Agenda
  • 4. © Hortonworks Inc. 2013 Modern Data Architectures Big data drivers and patterns John Kreisa – VP Strategic Marketing, Hortonworks @marked_man
  • 5. © Hortonworks Inc. 2013 Existing Data ArchitectureAPPLICATIONSDATA SYSTEMS TRADITIONAL REPOS RDBMS EDW MP P DATA SOURCES OLTP,  POS  SYSTEMS OPERATIONAL TOOLS MANAGE &  MONITOR Traditional Sources  (RDBMS, OLTP, OLAP) DEV & DATA TOOLS BUILD &  TEST Business  Analytics Custom  Applications Enterprise  Applications Page 5
  • 6. © Hortonworks Inc. 2013 6 Common Types of Hadoop Data 1. Sentiment Understand how your customers feel about your brand and products – right now 2. Clickstream Capture and analyze website visitors’ data trails and optimize your website 3. Sensor/Machine Discover patterns in data streaming automatically from remote sensors and machines 4. Geographic Analyze location-based data to manage operations where they occur 5. Server Logs Research logs to diagnose process failures and prevent security breaches 6. Unstructured (txt, video, pictures, etc..) Understand patterns in text across millions of web pages, emails, and documents Value Page 6
  • 7. © Hortonworks Inc. 2013 Next-Generation Data Architecture Page 7 APPLICATIONSDATA SYSTEMS Microsoft Applications DATA SOURCES Traditional Sources  (RDBMS, OLTP, OLAP) In‐memory MPP Accelerator BI Tools & OLAP Clients TRADITIONAL REPOS RDBMS EDW MPP OPERATIONAL TOOLS MANAGE &  MONITOR DEV & DATA TOOLS BUILD &  TEST New Sources  (web logs, email, sensors, social media) HORTONWORKS  DATA PLATFORM
  • 8. © Hortonworks Inc. 2013 Interoperating With Your Data Tools Page 8 APPLICATIONSDATA SYSTEMS Microsoft Applications DATA SOURCES Traditional Sources  (RDBMS, OLTP, OLAP) In‐memory MPP Accelerator HORTONWORKS  DATA PLATFORM OPERATIONAL TOOLS Viewpoint DEV & DATA TOOLS TRADITIONAL REPOS New Sources  (web logs, email, sensors, social media)
  • 9. © Hortonworks Inc. 2013 Big Data Transactions, Interactions, Observations Hadoop Common Patterns of Use Business Cases HORTONWORKS DATA PLATFORM Refine Explore Enrich Batch Interactive Online “Right-time” Access to Data Page 9
  • 10. © Hortonworks Inc. 2013 Data SystemsApplicationsSources Infrastructure ‐ Data Lake Modern Data Architecture Hadoop as a Shared Data Lake TRADITIONAL REPOS RDBMS EDW MPP Custom  Analytic App New Sources  (logs, clicks, social media, sensors) Packaged  Analytic App Traditional Sources  (RDBMS, OLTP, OLAP) • A more mature organization will have this as a goal for Hadoop ENTERPRISE  HADOOP  PLATFORM Page 10 • Store all data and build/enable applications on shared “data lake” • Delivers broad value across the enterprise In‐memory MPP Accelerator HORTONWORKS  DATA PLATFORM • Seamless SQL access with interactive analytics
  • 11. © Hortonworks Inc. 2013 Data SystemsApplicationsSources Hadoop for New Targeted Applications TRADITIONAL REPOS RDBMS EDW MPP New Sources  (logs, clicks, social media, sensors) Packaged  Analytic App Traditional Sources  (RDBMS, OLTP, OLAP) ENTERPRISE  HADOOP  PLATFORM Business Application Catalyst: Type of Data Custom  Analytic App In‐memory MPP Accelerator HORTONWORKS  DATA PLATFORM • Many organizations start here & expand usage • Driven by a type of data that was not capable of analysis before Hadoop • Delivers explicit value for a business case or an individual LOB • Complementary to existing applications that use SQL • Interactive analytics with MPP in-memory execution of R, Python, Perl, etc.
  • 12. © Hortonworks Inc. 2013 OS Cloud VM Appliance HDP: Enterprise Hadoop Distribution Page 12 PLATFORM  SERVICES HADOOP  CORE Enterprise Readiness High Availability, Disaster Recovery, Security and Snapshots HORTONWORKS  DATA PLATFORM (HDP) OPERATIONAL  SERVICES DATA SERVICES HIVE &  HCATALOG PIG HBASE OOZIE AMBARI HDFS MAP REDUCE Hortonworks Data Platform (HDP) Enterprise Hadoop • The ONLY 100% open source and complete distribution • Enterprise grade, proven and tested at scale • Ecosystem endorsed to ensure interoperability SQOOP FLUME NFS LOAD &  EXTRACT WebHDFS
  • 13. Hadoop meets Mature BI: Interactive Analytics Michael Hiskey VP of Marketing & Business Development @mphnyc
  • 14. Mature Business Intelligence and Reporting Numbers, tables, charts, indicators …accessed with ease and simplicity Historical information, latency BI tools have plateaued Decision Support Advanced analytics and data science More math…a lot more math
  • 15. Drive for a deeper level of understanding Dynamic Simulation Statistical Analysis Behavior modellingReporting Fraud detection create external script LM_PRODUCT_FORECAST environment rsint receives ( SALEDATE DATE, DOW INTEGER, ROW_ID INTEGER, PRODNO INTEGER, DA partition by PRODNO order by PRODNO, ROW_ID sends ( R_OUTPUT varchar ) isolate partitions script S'endofr( # Simple R script to run a linear fit on daily sales prod1<-read.csv(file=file("stdin"), header colnames(prod1)<-c("DOW","ID","PRODNO","DA dim1<-dim(prod1) daily1<-aggregate(prod1$DAILYSALES, list(D daily1[,2]<-daily1[,2]/sum(daily1[,2]) basesales<-array(0,c(dim1[1],2)) basesales[,1]<-prod1$ID basesales[,2]<-(prod1$DAILYSALES/daily1[pr colnames(basesales)<-c("ID","BASESALES") fit1=lm(BASESALES ~ ID,as.data.frame(bases forecast<-array(0,c(dim1[1]+28,4)) colnames(forecast)<-c("ID","ACTUAL","PREDI select Trans_Year, Num_Trans, count(distinct Account_ID) Num_Accts, sum(count( distinct Account_ID)) over (partition by Trans_Year order by Num_Tran cast(sum(total_spend)/1000 as int) Total_Spend, cast(sum(total_spend)/1000 as int) / count(distinct Account_ID) Avg_Yearly_Spend rank() over (partition by Trans_Year order by count(distinct Account_ID) desc) R rank() over (partition by Trans_Year order by sum(total_spend) desc) Rank_by_Tot from( select Account_ID, Extract(Year from Effective_Date) Trans_Year, count(Transaction_ID) Num_Trans, sum(Transaction_Amount) Total_Spend, avg(Transaction_Amount) Avg_Spend from Transaction_fact where extract(year from Effective_Date)<2009 and Trans_Type='D' and Account_ID<>9025011 and actionid in (select actionid from DEMO_FS.V_FIN_actions where actionoriginid =1) group by Account_ID, Extract(Year from Effective_Date) ) Acc_Summary group by Trans_Year, Num_Trans order by Trans_Year desc, Num_Trans; select dept, sum(sales) from sales_fact Where period between date ‘01-05-2006’ a group by dept having sum(sales) > 50000; select sum(sales) from sales_history where year = 2006 and month = 5 and regi select total_sales from summary where year = 2006 and month = 5 and regi
  • 16. The Analytical Enterprise Business Analyst Systems Admin Data Scientist Sexiest job of the 21st Century? Key: “Graduation” • Projects will need to easily Graduate from the Data Science Lab and become part of Business as Usual
  • 17. Your goal: PRESS HERE …and really cool Big Data stuff happens!
  • 18. Big Data: Bring the Analytics TO the Data Kognitio Hadoop Integration • Kognitio Map/Reduce Agent uploads itself to Hadoop nodes • Query passes selections, relevant predicates • Data filtering & projection locally on each node • Data filtered as it is read from file(s) • Only data of interest is transferred and loaded into memory via parallel load streams
  • 20. © Hortonworks Inc. 2013 Hortonworks Snapshot • We distribute the only 100% Open Source Enterprise Hadoop Distribution: Hortonworks Data Platform • We engineer, test & certify HDP for enterprise usage • We employ the core architects, builders and operators of Apache Hadoop • We drive innovation within Apache Software Foundation projects • We are uniquely positioned to deliver the highest quality of Hadoop support • We enable the ecosystem to work better with Hadoop Develop Distribute Support We develop, distribute and support the ONLY 100% open source Enterprise Hadoop distribution Endorsed by Strategic Partners Headquarters: Palo Alto, CA Employees: 200+ and growing Investors: Benchmark, Index, Yahoo, Tenaya, Dragoneer
  • 21. Kognitio Snapshot: Mature SQL atop Hadoop Kognitio is an in‐memory  analytical platform that is tightly  integrated with Hadoop for high‐ performance advanced analytics  that make Big Data more  consumable for enterprises,  especially those with mature BI  environments or engrained  tools.  • Privately held • Invented the in‐memory analytical platform • Labs in the UK ‐ HQ in New York, NY  • Powering advanced analytics at  organizations worldwide, such as: 
  • 22. © Hortonworks Inc. 2013 Interactive analytics with Hadoop: Getting Started • Assess your environment and use case for Hortonworks Data Platform + Kognitio Analytical Platform www.kognitio.com/hadoop Download Hortonworks Sandbox www.hortonworks.com/sandbox Sign up for Training for in-depth learning hortonworks.com/hadoop-training/ ZERO to big data in 15 minutes: Request a Meeting Download the Kognitio Analytical Platform • No registration required • Perpetual license - No time limits www.kognitio.com/free
  • 23. Question & Answer session will be conducted electronically, using the panel to the right of your screen Today’s Slides available at: www.slideshare.net/kognitio Download Hortonworks Sandbox www.hortonworks.com/sandbox Download the Kognitio Analytical Platform • No registration required • Perpetual license - No time limits www.kognitio.com/free Unlock the power of Hadoop to enable interactive analytics Request a Meeting www.kognitio.com/hadoop
  • 25. © Hortonworks Inc. 2013 Hortonworks Sandbox Fastest onramp to Apache Hadoop • What is it? – Free, virtualized single-node version of Hortonworks Data Platform – A personal Hadoop environment – An integrated learning environment with hands-on step-by-step tutorials • What it does? – Dramatically accelerates the process of learning Apache Hadoop – Accelerates & validates the use of Hadoop within your unique data architecture – Use your data to explore and investigate your use cases • ZERO to big data in 15 minutes • Get Started! Page 25 Download Hortonworks Sandbox www.hortonworks.com/sandbox Sign up for Training for in-depth learning hortonworks.com/hadoop-training/