hadoop & the future of cloud computingsalsahpc.indiana.edu/.../yahoo_business_seminar.pdfhadoop...

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Milind B handarkar Hadoop Solutions Architect (Thanks: Todd Papaioannou, VP Cloud Architecture) By SearchNetMedia HADOOP & THE FUTURE OF CLOUD COMPUTING

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Page 1: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

Milind B handarkarHadoop S olutions A rc hitec t(T hanks :Todd P apaioannou, V P C loud A rc hitec ture)

B y S earc hNetMedia

HADOOP & THEFUTURE OF CLOUD

COMPUTING

Page 2: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

OF HADOOPTHE POWER

Page 3: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

HAPPENING WHAT’S

- Big Data is here!- self-expression- transient content- unstructured data

F lic kr : s ub_lime79

Page 4: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

THE NOISECUTTING THROUGH

F lic kr : L omo-C am

Location Social Relationships ScienceUnderstanding

User Interests

access audience blogs communication computer internet

mass mediapeople networking technology

Page 5: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

DATABIG

F lic kr : NAS A G oddard P hoto and V ideo

Page 6: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

INTO INSIGHTSTURNING DATA

machine learningtime series

content clustering

fac torization models

logic regres s ion

F lic kr : NAS A G oddard P hoto and V ideo

algorithmsuser interest prediction

adinventory modeling

Page 7: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

RELEVANTMAKING IT

F lic kr : ogimogi

Page 8: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

LIGHTNING-FASTHADOOP:

science + big data + insight = personal relevance = VALUE

TECHNOLOGY

F lic kr : DDF ic

Page 9: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

EVERY CLICKBEHIND

Page 10: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

& CLOUDHADOOP

F lic kr : G ot S arah

Page 11: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

THE PLATFORM EFFECTTHE HADOOP ECOSYSTEM

and other Early AdoptersScale and productize Hadoop

11

Apache Hadoop

Orgs with Internet Scale ProblemsAdd tools / frameworks, enhance Hadoop

Mainstream / Enterprise adoptionFund further development, enhancements

EnhanceHadoopEcosystem

Service Providers Grow ecosystem - Training, support, enhancements

Virtuous Circle!• Investment -> Adoption• Adoption -> Investment

Page 13: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

13

HADOOP ATYAHOO!“Where Science meets Data”

HADOOP CLUSTERSTens of thousands of servers

PRODUCTS

APPLIED SCIENCE

Data Analytics Content OptimizationContent Enrichment Yahoo! Mail Anti-Spam Advertising ProductsAd Optimization Ad SelectionBig Data Processing & ETL

User Interest Prediction Ad inventory prediction Machine learning -search ranking Machine learning - ad targetingMachine learning - spam filtering

Page 14: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

2006 2007 2008 2009 201014

FROM PROJECT TOCORE PLATFORM

Today

38K Servers170 PB Storage1M+ Monthly Jobs

Thou

sand

s of

Ser

vers

Pet

abyt

es

90

80

70

60

50

40

30

20

10

0

250

200

150

100

50

0

Research

Science Impact

Daily Production

“Behind every click”

Page 15: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

15

CANARY IN THECOAL MINE

» Heterogeneous mix of workloads

» Low latency jobs – near time

» Migrating legacy applications

» Application programmers more mainstream, not early adopters

More and varied workloads and users

Processing is increasing, data increasing faster

© Flickr: floridapfe

» Infrastructure utilization

Page 16: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

Takeaway

» Scale

» Security

» Workload management

» Performance and utilization

» Developer support

Deployment & Development

» Enterprise readiness at unparalleled scale

16

LOOKING AHEAD FORHADOOP

Page 17: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

17

YAHOO!’S VISIONOPEN SOURCE CLOUD

Open Source Benefits» Avoid technological dead ends

» Leverage community contributions

» Workforce already trained

Ongoing contributions Yahoo!’s adoption of open source

Future contributions

Cloud serving

Storage

Page 18: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

FUTURE HOLD?WHAT DOES THE

B y E ls ie

Page 19: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

MORE BIG

B y B ionic Teac hing

Page 20: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

DATA IN THECLOUD

B y F adilfb

Page 21: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

PRIVATE CLOUDS

B y Zac hs tern

Page 22: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

HYBRID CLOUDS

B y C alop

Page 23: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

AUTOMATION

Page 24: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

CLOUD FABRICS

Page 25: HADOOP & THE FUTURE OF CLOUD COMPUTINGsalsahpc.indiana.edu/.../Yahoo_business_seminar.pdfHADOOP & THE FUTURE OF CLOUD COMPUTING OF HADOOP THE POWER HAPPENING WHAT’S - Big Data is

QUESTIONS?