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Big Data @ Cloud Scale
 Tuesday, June 26, 2012
         SVForum
Silicon Valley Cloud Center
    Chase McMichael CEO
 @chasemcmichael @infinigraph
InfiniGraph solves a problem for marketers
drowning in data by enabling them to identify what's
            relevant to their customers.

We simplify trend identification empowering brands
to create resonating content marketing campaigns.
We’re drinking from the social media fire hose.




Content insight involves a staggering amount of data:
3.2 billion pieces of content are shared each week
 between a billion + consumers.
      How do you make sense of all this data?




               Big Data is Big Opportunity
Large Scale Industry Insights




Who is driving the greatest engagement in your business.
What content is working and why?
How Big?




6
Trend Identification - Hypercuration™




    Example: Real-Time trending content from 25 retail brands in one view. Know
    what your audience is resonating around.

7
Our Biggest Challenges
1. Data Store Scale (I/O &
  Performance)

2. Distributed Data Gathering
  (Drone / Broker Mesh)

3. Changing Landscape of Data
  (Changing API / Changing Data
  "Types" & Sources)

4. Categorization / Taxonomy
  Handling (Dealing with lots of
  disparate data)

        Scale, Scale,                    Scale
Big Data Problems
   Big Solutions



@chasemcmichel @infinigraph
Quick Poll –

Who is doing Big Data
      Projects?
Open to Innovation
“It’s not information overload. It’s
        filter failure.” ― Clay Shirky




@chasemcmichel @infinigraph
Big Data Requires People

People with:
• Deep expertise in statistics

• Machine learning

• Managers

• Analysts who know how to
 operate companies by using
 insights from Big Data,



        Big Data is more than just technology
13
Data Scientist Must Have Four Key Skills

• They can take a data set and
 model it mathematically and

• Understand the math required
 to build those models; they

• Can actually do that, which
 means they have the
 engineering skills…

     Someone who can find insights and tell stories
     from their data. Able to ask the right
     questions, and that is usually the hardest piece.
14
Batch or Real Time




15
Data can be a blessing or a curse

• Need the systems to monitor at
 a whole new level,

• Looking at usage patterns and

• Predicting future trouble before
 the trouble even happens

• Know a server pool needs
 tuning

• Need to provision additional
 services
  The future of monitoring is about automation
  and prevention
Big Data and Real-time
• Big Data is a fact of life and needs to be addressed. Big Process is old wine in new
 bottles. Tightly couple processes and data to stay competitive.




17
Killer Apps Needed
 Business need a killer app
 Let companies
     ‣ analyze,

     ‣ visualize and

     ‣ act on


       All this without hiring a team of Stanford Ph.Ds,
       OR
       Let developers write big-data apps without having to
       reinvent the wheel.
18
Take Away

• What problem are you attempting to
 solve - stop thinking about tech
• Plan collection / storage carefully
• Plan for both batch and real time
• Have a people plan

“The world is one big data problem. There’s a bit of
arrogance in that, and a bit of truth as well.”
–Andrew McAfee
19
Chase McMichael CEO
@chasemcmichael @infinigraph

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Big Data @ Cloud Scale

  • 1. Big Data @ Cloud Scale Tuesday, June 26, 2012 SVForum Silicon Valley Cloud Center Chase McMichael CEO @chasemcmichael @infinigraph
  • 2.
  • 3. InfiniGraph solves a problem for marketers drowning in data by enabling them to identify what's relevant to their customers. We simplify trend identification empowering brands to create resonating content marketing campaigns.
  • 4. We’re drinking from the social media fire hose. Content insight involves a staggering amount of data: 3.2 billion pieces of content are shared each week between a billion + consumers. How do you make sense of all this data? Big Data is Big Opportunity
  • 5. Large Scale Industry Insights Who is driving the greatest engagement in your business. What content is working and why?
  • 7. Trend Identification - Hypercuration™ Example: Real-Time trending content from 25 retail brands in one view. Know what your audience is resonating around. 7
  • 8. Our Biggest Challenges 1. Data Store Scale (I/O & Performance) 2. Distributed Data Gathering (Drone / Broker Mesh) 3. Changing Landscape of Data (Changing API / Changing Data "Types" & Sources) 4. Categorization / Taxonomy Handling (Dealing with lots of disparate data) Scale, Scale, Scale
  • 9. Big Data Problems Big Solutions @chasemcmichel @infinigraph
  • 10. Quick Poll – Who is doing Big Data Projects?
  • 12. “It’s not information overload. It’s filter failure.” ― Clay Shirky @chasemcmichel @infinigraph
  • 13. Big Data Requires People People with: • Deep expertise in statistics • Machine learning • Managers • Analysts who know how to operate companies by using insights from Big Data, Big Data is more than just technology 13
  • 14. Data Scientist Must Have Four Key Skills • They can take a data set and model it mathematically and • Understand the math required to build those models; they • Can actually do that, which means they have the engineering skills… Someone who can find insights and tell stories from their data. Able to ask the right questions, and that is usually the hardest piece. 14
  • 15. Batch or Real Time 15
  • 16. Data can be a blessing or a curse • Need the systems to monitor at a whole new level, • Looking at usage patterns and • Predicting future trouble before the trouble even happens • Know a server pool needs tuning • Need to provision additional services The future of monitoring is about automation and prevention
  • 17. Big Data and Real-time • Big Data is a fact of life and needs to be addressed. Big Process is old wine in new bottles. Tightly couple processes and data to stay competitive. 17
  • 18. Killer Apps Needed Business need a killer app Let companies ‣ analyze, ‣ visualize and ‣ act on All this without hiring a team of Stanford Ph.Ds, OR Let developers write big-data apps without having to reinvent the wheel. 18
  • 19. Take Away • What problem are you attempting to solve - stop thinking about tech • Plan collection / storage carefully • Plan for both batch and real time • Have a people plan “The world is one big data problem. There’s a bit of arrogance in that, and a bit of truth as well.” –Andrew McAfee 19

Notes de l'éditeur

  1. 1. Twitter and Facebook and they are doing many ads in digital - What’s important to them- Sustainable on going transaction with the