SlideShare una empresa de Scribd logo
1 de 16
VIDEOGAMES:
THE BIGGEST BIG DATA
CHALLENGE
Rajat Taneja, Chief Technology Officer, EA
200M TO 2B CONSUMERS


       CPU                    CPU                                       CPU                                  CPU            CPU             CPU                                        CPU




Based on EA estimates for number of users of video game console devices in 2001 versus EA estimates for users accessing games via social, mobile, console and PC platforms in 2012 .
Every 15 min.,
                                    BF3 players…
             1TB+ data               THROW
                                    3.9M grenades
             PER DAY
                                    DESTROY
                                    684K vehicles
   50+ different                     C R E AT E
                                    24M explosions
 T E L E M E T RY E V E N T S
  Multi-player shooter telemetry
tracks player performance (kills,
 deaths, shots, explosions, etc.)
Players have…
                                  SPENT
                                 1.97B donuts
                                 PLACED
                                7.36M Kwik-E-
150GB data daily                  Mart stores
4.5TB monthly                    3.43M Krusty
                               Burger restaurants

120+ different
T E L E M E T RY E V E N T S
Mobile telemetry tracks game
 progression and in-game
      economy spends
DEEP GAMEPLAY
INSIGHTS
Live Feedback from Levels on
Game Events
GAMES ARE BIG DATA


 2.5            275                    50
BILLION        MILLION             TERABYTES
Monthly game   Active registered    Gross daily data
  sessions           users             captured
WHAT’S CAUSING THE DATA SURGE
                                                       ¥
                                                   £       €
                                                       $
Gameplay         Micro-       Time       Price     Payment
  data        transactions   stamps      points    systems




 In-game        Virtual      Real-time   Content    Multi-
advertising     goods         events     updates    player
LEGACY ARCHITECTURE

Mobile   Social   HD   Web      Marketing




 DW       DW      DW   DW         DW
                                            Latency:
                                            1-3 Days
…BUT
THINKING
SOMETHING
DIFFERENT.”
      - Albert Szent-Gyorgyi
FOUR GUIDING PRINCIPLES



   Small Is the New Big       Think Scale Out




Prediction Over Description   Single True View
SMALL IS THE NEW BIG




Common, Consistent
 Data Taxonomy &
     Policies        Finding the Best Data
SCALE OUT

 Mobile               Social                  HD                Web              Marketing




                                                                                                  Latency:
           DW                                                              Algorithms             ~ Hours




Trends    Analytics      Profile Service   Data Feeds   Targeting   Recommendations   Reporting
PREDICTION OVER DESCRIPTION
  Identify Trends               Improved Monetization
                                     Strategies




Game Preferences                  Lifetime Customer
                                         Value




  Accurate view of the customer across platforms
SINGLE IDENTITY – A TRUE VIEW
VIDEOGAMES ARE BIG DATA
1. Data Is Only a Means to an End
2. Focus on the Usage and Action of the Data First
3. The Right Data at the Right Time is More Valuable
   than Bigger Data Sets
4. Use Data to Create Amazing Customer
   Experiences
5. Single TRUE identity is the crucial glue that
   connects the power of data insight to the
   CONSUMER
MORE DETAILS
www.linkedin.com/in/rajatt/
www.ea.com/news

Más contenido relacionado

Similar a EA : The Biggest Big Data Challenge

Big data paris 2011 is cool florian douetteau
Big data paris 2011 is cool florian douetteauBig data paris 2011 is cool florian douetteau
Big data paris 2011 is cool florian douetteauIsCoolEnt
 
Gamechanics Talk - Joddy Hernady
Gamechanics Talk - Joddy HernadyGamechanics Talk - Joddy Hernady
Gamechanics Talk - Joddy HernadySegitiga.Net
 
Game Analytics: A Practitioner’s Perspective
Game Analytics: A Practitioner’s PerspectiveGame Analytics: A Practitioner’s Perspective
Game Analytics: A Practitioner’s PerspectiveDecimus
 
Mesa Big Data 2nd Screen Final
Mesa Big Data 2nd Screen FinalMesa Big Data 2nd Screen Final
Mesa Big Data 2nd Screen FinalTripp Payne
 
A Bitcoin Blockchain Transaction Visualization + Sonification “chains" at Z...
A Bitcoin Blockchain Transaction Visualization + Sonification  “chains"  at Z...A Bitcoin Blockchain Transaction Visualization + Sonification  “chains"  at Z...
A Bitcoin Blockchain Transaction Visualization + Sonification “chains" at Z...daitomanabe
 
Digital Directions 21st Century Media (Gigi Wang)
Digital Directions 21st Century Media (Gigi Wang)Digital Directions 21st Century Media (Gigi Wang)
Digital Directions 21st Century Media (Gigi Wang)Gigi Wang
 
IS3101 Final Presentation
IS3101 Final PresentationIS3101 Final Presentation
IS3101 Final PresentationJ M
 
Club of Amsterdam - Future of services
Club of Amsterdam - Future of servicesClub of Amsterdam - Future of services
Club of Amsterdam - Future of servicesIskander Smit
 
Picnic2011 iskander smit
Picnic2011 iskander smitPicnic2011 iskander smit
Picnic2011 iskander smitIskander Smit
 
How to define reasonable KPIs for mobile games
How to define reasonable KPIs for mobile gamesHow to define reasonable KPIs for mobile games
How to define reasonable KPIs for mobile gamestalkingdata
 
Game industry
Game industryGame industry
Game industrylxinbu
 
End Note - AWS India Summit 2012
End Note - AWS India Summit 2012End Note - AWS India Summit 2012
End Note - AWS India Summit 2012Amazon Web Services
 
Opportunities and limitations of big data in evidence based policy making
Opportunities and limitations of big data in evidence based policy makingOpportunities and limitations of big data in evidence based policy making
Opportunities and limitations of big data in evidence based policy makingTeknologirådet
 
Game Analytics: Opening the Black Box
Game Analytics: Opening the Black BoxGame Analytics: Opening the Black Box
Game Analytics: Opening the Black BoxAnders Drachen
 
Hadoop's Opportunity to Power Next-Generation Architectures
Hadoop's Opportunity to Power Next-Generation ArchitecturesHadoop's Opportunity to Power Next-Generation Architectures
Hadoop's Opportunity to Power Next-Generation ArchitecturesDataWorks Summit
 

Similar a EA : The Biggest Big Data Challenge (20)

Visible Market FinTech Demo 07182012
Visible Market FinTech Demo 07182012Visible Market FinTech Demo 07182012
Visible Market FinTech Demo 07182012
 
Big data paris 2011 is cool florian douetteau
Big data paris 2011 is cool florian douetteauBig data paris 2011 is cool florian douetteau
Big data paris 2011 is cool florian douetteau
 
Gamechanics Talk - Joddy Hernady
Gamechanics Talk - Joddy HernadyGamechanics Talk - Joddy Hernady
Gamechanics Talk - Joddy Hernady
 
Game Analytics: A Practitioner’s Perspective
Game Analytics: A Practitioner’s PerspectiveGame Analytics: A Practitioner’s Perspective
Game Analytics: A Practitioner’s Perspective
 
How cloud is fueling growth for online gaming
How cloud is fueling growth for online gamingHow cloud is fueling growth for online gaming
How cloud is fueling growth for online gaming
 
Mesa Big Data 2nd Screen Final
Mesa Big Data 2nd Screen FinalMesa Big Data 2nd Screen Final
Mesa Big Data 2nd Screen Final
 
A Bitcoin Blockchain Transaction Visualization + Sonification “chains" at Z...
A Bitcoin Blockchain Transaction Visualization + Sonification  “chains"  at Z...A Bitcoin Blockchain Transaction Visualization + Sonification  “chains"  at Z...
A Bitcoin Blockchain Transaction Visualization + Sonification “chains" at Z...
 
Digital Directions 21st Century Media (Gigi Wang)
Digital Directions 21st Century Media (Gigi Wang)Digital Directions 21st Century Media (Gigi Wang)
Digital Directions 21st Century Media (Gigi Wang)
 
IS3101 Final Presentation
IS3101 Final PresentationIS3101 Final Presentation
IS3101 Final Presentation
 
Club of Amsterdam - Future of services
Club of Amsterdam - Future of servicesClub of Amsterdam - Future of services
Club of Amsterdam - Future of services
 
Picnic2011 iskander smit
Picnic2011 iskander smitPicnic2011 iskander smit
Picnic2011 iskander smit
 
How to define reasonable KPIs for mobile games
How to define reasonable KPIs for mobile gamesHow to define reasonable KPIs for mobile games
How to define reasonable KPIs for mobile games
 
Game Monetization Analytics: How to use game metrics effectively
Game Monetization Analytics: How to use game metrics effectivelyGame Monetization Analytics: How to use game metrics effectively
Game Monetization Analytics: How to use game metrics effectively
 
Game industry
Game industryGame industry
Game industry
 
End Note - AWS India Summit 2012
End Note - AWS India Summit 2012End Note - AWS India Summit 2012
End Note - AWS India Summit 2012
 
Opportunities and limitations of big data in evidence based policy making
Opportunities and limitations of big data in evidence based policy makingOpportunities and limitations of big data in evidence based policy making
Opportunities and limitations of big data in evidence based policy making
 
StockTouch Mobile App
StockTouch Mobile AppStockTouch Mobile App
StockTouch Mobile App
 
Visible Market: StockTouch Mobile
Visible Market: StockTouch MobileVisible Market: StockTouch Mobile
Visible Market: StockTouch Mobile
 
Game Analytics: Opening the Black Box
Game Analytics: Opening the Black BoxGame Analytics: Opening the Black Box
Game Analytics: Opening the Black Box
 
Hadoop's Opportunity to Power Next-Generation Architectures
Hadoop's Opportunity to Power Next-Generation ArchitecturesHadoop's Opportunity to Power Next-Generation Architectures
Hadoop's Opportunity to Power Next-Generation Architectures
 

EA : The Biggest Big Data Challenge

  • 1. VIDEOGAMES: THE BIGGEST BIG DATA CHALLENGE Rajat Taneja, Chief Technology Officer, EA
  • 2. 200M TO 2B CONSUMERS CPU CPU CPU CPU CPU CPU CPU Based on EA estimates for number of users of video game console devices in 2001 versus EA estimates for users accessing games via social, mobile, console and PC platforms in 2012 .
  • 3. Every 15 min., BF3 players… 1TB+ data THROW 3.9M grenades PER DAY DESTROY 684K vehicles 50+ different C R E AT E 24M explosions T E L E M E T RY E V E N T S Multi-player shooter telemetry tracks player performance (kills, deaths, shots, explosions, etc.)
  • 4. Players have… SPENT 1.97B donuts PLACED 7.36M Kwik-E- 150GB data daily Mart stores 4.5TB monthly 3.43M Krusty Burger restaurants 120+ different T E L E M E T RY E V E N T S Mobile telemetry tracks game progression and in-game economy spends
  • 5. DEEP GAMEPLAY INSIGHTS Live Feedback from Levels on Game Events
  • 6. GAMES ARE BIG DATA 2.5 275 50 BILLION MILLION TERABYTES Monthly game Active registered Gross daily data sessions users captured
  • 7. WHAT’S CAUSING THE DATA SURGE ¥ £ € $ Gameplay Micro- Time Price Payment data transactions stamps points systems In-game Virtual Real-time Content Multi- advertising goods events updates player
  • 8. LEGACY ARCHITECTURE Mobile Social HD Web Marketing DW DW DW DW DW Latency: 1-3 Days
  • 10. FOUR GUIDING PRINCIPLES Small Is the New Big Think Scale Out Prediction Over Description Single True View
  • 11. SMALL IS THE NEW BIG Common, Consistent Data Taxonomy & Policies Finding the Best Data
  • 12. SCALE OUT Mobile Social HD Web Marketing Latency: DW Algorithms ~ Hours Trends Analytics Profile Service Data Feeds Targeting Recommendations Reporting
  • 13. PREDICTION OVER DESCRIPTION Identify Trends Improved Monetization Strategies Game Preferences Lifetime Customer Value Accurate view of the customer across platforms
  • 14. SINGLE IDENTITY – A TRUE VIEW
  • 15. VIDEOGAMES ARE BIG DATA 1. Data Is Only a Means to an End 2. Focus on the Usage and Action of the Data First 3. The Right Data at the Right Time is More Valuable than Bigger Data Sets 4. Use Data to Create Amazing Customer Experiences 5. Single TRUE identity is the crucial glue that connects the power of data insight to the CONSUMER