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Big Data and the Future of
            Advertising & Marketing
                 Konrad Feldman


10/30/12          Seattle Interactive Conference 2012.   1
Agenda
•   Introduction
•   Real-Time Advertising
•   Big Data in Advertising
•   Insights & Implications




10/30/12              Seattle Interactive Conference 2012.   2
Quantcast

   MEASUREMENT + ADVERTISING

10/30/12       Seattle Interactive Conference 2012.   3
Measurement
• World’s best audience
  measurement service
• Groundbreaking direct
  measurement & insights
• For sites, publishers,
  networks and advertisers
  of any size
• 100% free for everyone

10/30/12            Seattle Interactive Conference 2012.   4
10/30/12   Seattle Interactive Conference 2012.   5
Advertising
• Dynamic real-time
  advertising
• RTB integrated
  performance advertising
• Brand advertising
  integrated with premium
  publishers & networks

10/30/12           Seattle Interactive Conference 2012.   6
Advertising Landscape

   DISPLAY ADVERTISING GOES REAL-TIME

10/30/12                   Seattle Interactive Conference 2012.   7
10/30/12   Seattle Interactive Conference 2012.   8
10/30/12   Seattle Interactive Conference 2012.   9
Display Reemerges to Overtake Search


                                                    Display passes
                                                    Search




10/30/12     Seattle Interactive Conference 2012.             10
Real-Time Bidding – Display’s Catalyst.
Real-Time rationalizes display.                    RTB’s rapid rise.




                                        Billions
                                                                                                   27%
                                                                                RTB % of
                                                   $5
                                                                             Display market

                                                                                        23%
                                                   $4

                                                                               20%
                                                   $3

                                                                      16%
                                                   $2

                                                               10%
                                                   $1
                                                        4%

                                                   $0
                                                        2010   2011   2012    2013      2014       2015


10/30/12               Seattle Interactive Conference 2012.                                   11
Real-Time Bidding

   MEDIA IS DATA

10/30/12               Seattle Interactive Conference 2012.   12
Consumer’s Browser   Ad Space   Ad Exchange
The Exchange sends a
                      Bid Request, with information
                      regarding the individual ad
                      impression, to all Qualifying
                      Exchange Participants.




100s – 1000s
of Potential Buyers
0:00:00.000




    Exchange sends bid request to potential buyers   1 – 1000+ Advertiser Campaigns
0:00:00.025




    Exchange sends bid request to potential buyers   1 – 1000+ Advertiser Campaigns
What are the interests of this user?

0:00:00.040
0:00:00.035
0:00:00.030
0:00:00.050
0:00:00.045
              Have they been shown impressions before
              for this campaign?


              How much do they consume on the Internet?


              Where is this user in the world?

              What device is the user browsing on?



              Who is the publisher and what
              is the context of this site and page?


              How has this campaign performed on
              this site in the past?


              Is the impression above or below the fold?

              What’s the time of day for the user?
What are the interests of this user?

0:00:00.060
                              Have they been shown impressions before
                              for this campaign?


                              How much do they consume on the Internet?

                Determine     Where is this user in the world?
              Bid Value for
              Highest Rated   What device is the user browsing on?



                              Who is the publisher and what
                              is the context of this site and page?


                              How has this campaign performed on
                              this site in the past?


                              Is the impression above or below the fold?

                              What’s the time of day for the user?
0:00:00.100




              Bidding Race
              Bids are submitted to the
              Exchange by all participants.

              Even if the impression is not
              desired, $0.00 is bid to
              indicate buyer’s capability
              to respond.
AGE OF THE MACHINES
10/30/12   Seattle Interactive Conference 2012.   24
10/30/12   Seattle Interactive Conference 2012.   27
10/30/12   Seattle Interactive Conference 2012.   28
Supporting Artificial Intelligence

   BIG DATA TO THE FORE

10/30/12                      Seattle Interactive Conference 2012.   32
Big Data’s Innovation Cycle
                                                                 Data

• Big data tends to follow
  an iterative cycle within                   Capacity
                                                                              Analysis
                                                                             Capability
  organizations
• These cycles are
  accelerating
                                                      Data Use          Analysts




10/30/12            Seattle Interactive Conference 2012.                     33
Quantcast Data Processing Architecture
            Pixel Delivery                 Realtime Bidding                  Website                     Analytics



            Realtime Decisioning                        Batch Processing                          Ad-hoc Queries



                 Realtime Engine                     Relational MapReduce                   Sawzall


                                                                                                 Turbo
                      Storm                            Hadoop               QuantSort                              RDBMSs
                                                                                               MapReduce


           Keebler                 Redis                            Quantcast File System



                                                    Quantcast owned hardware



10/30/12                                       Seattle Interactive Conference 2012.                                34
Quantcast Data Processing Architecture
            Pixel Delivery                 Realtime Bidding                  Website                     Analytics



            Realtime Decisioning                        Batch Processing                          Ad-hoc Queries



                 Realtime Engine                     Relational MapReduce                   Sawzall


                                                                                                 Turbo
                      Storm                            Hadoop               QuantSort                              RDBMSs
                                                                                               MapReduce


           Keebler                 Redis                            Quantcast File System



                                                    Quantcast owned hardware



10/30/12                                       Seattle Interactive Conference 2012.                                35
Quantcast Data Processing Architecture
            Pixel Delivery                 Realtime Bidding                  Website                     Analytics



            Realtime Decisioning                        Batch Processing                          Ad-hoc Queries



                 Realtime Engine                     Relational MapReduce                   Sawzall


                                                                                                 Turbo
                      Storm                          Hadoop 0.15            QuantSort                              RDBMSs
                                                                                               MapReduce


           Keebler                 Redis                            Quantcast File System



                                                    Quantcast owned hardware



10/30/12                                       Seattle Interactive Conference 2012.                                36
Quantcast Data Processing Architecture
            Pixel Delivery                 Realtime Bidding                  Website                     Analytics



            Realtime Decisioning                        Batch Processing                          Ad-hoc Queries



                 Realtime Engine                     Relational MapReduce                   Sawzall


                                                                                                 Turbo
                      Storm                            Hadoop               QuantSort                              RDBMSs
                                                                                               MapReduce


           Keebler                 Redis                            Quantcast File System



                                                    Quantcast owned hardware



10/30/12                                       Seattle Interactive Conference 2012.                                37
Quantcast Data Processing Architecture
            Pixel Delivery                 Realtime Bidding                  Website                     Analytics



            Realtime Decisioning                        Batch Processing                          Ad-hoc Queries



                 Realtime Engine                     Relational MapReduce                   Sawzall


                                                                                                 Turbo
                      Storm                            Hadoop               QuantSort                              RDBMSs
                                                                                               MapReduce


           Keebler                 Redis                            Quantcast File System



                                                    Quantcast owned hardware



10/30/12                                       Seattle Interactive Conference 2012.                                38
Big Data

   BY THE NUMBERS

10/30/12      Seattle Interactive Conference 2012.   39
Data
Real-Time Ingest

      500,000+ / sec.                   Big Raw Data

Massive Transaction Volume                          40+ TB / day
   750+ Billion / mo.

10/30/12            Seattle Interactive Conference 2012.      40
Computers
Real Estate

    15+ Data Centers                       Machines

Largest Data Center                                 1,000+ Servers
           40+ Racks

10/30/12               Seattle Interactive Conference 2012.    41
Data Processing
Daily Processing                           Scaling Petabytes per day
                                            30

                                            25



             25+                            20

                                            15


           Petabytes                        10

                                             5

                                             0




10/30/12               Seattle Interactive Conference 2012.      42
People who buys shoes online
More likely to visit...                       More likely affiliation...
Site                      Score               Affiliation                  Score
runnersworld.com                        Democrat                     
halfmarathons.net                       Libertarian                  
athlinks.com                             Independent                  
runningintheusa.com                      Republican                   
flotrack.org              
running.about.com         
letsrun.com               
eatliverun.com            



10/30/12                  Seattle Interactive Conference 2012.         43
Advertising Insights: Clickers vs. Converters
• 85% of clicks come from just
  8% of internet users
• Converters have a distinct
  profile, which is nothing like              Clickers (over-index low income)
  the clickers
                                                                  Converters (over-index high income)
• Most converters don’t click
  ads. They view them
• Clickers are not the target
  customer

10/30/12                  Seattle Interactive Conference 2012.                      44
Traditional Display
                               50
Impressions Bought in
Aggregate                      40

Priced as a Whole
                               30
Focus: Cost

                         CPA
Key Skill: Negotiation         20



                               10



                                -


                                                                CPM

10/30/12                 Seattle Interactive Conference 2012.         45
Real-Time is Different
                                 50
Impressions bought
Individually                     40

Priced Individually
                                 30
Focus: Value

                           CPA
Key skill: Science               20



                                 10



                                  -
Example: Travel campaign
                                                                  CPM

10/30/12                   Seattle Interactive Conference 2012.         46
Real-Time is Different
                                 50
Impressions bought
Individually                     40

Priced Individually
                                 30
Focus: Value

                           CPA
Key skill: Science               20



                                 10



                                  -
Example: Travel campaign
                                                                  CPM

10/30/12                   Seattle Interactive Conference 2012.         47
Consistent Feature of RTB Campaigns
 Media Subscription                       Travel
      125                                       4


      100
                                                3

       75




                                          CPA
CPA




                                                2

       50

                                                1
       25


                                                -
        -


               CPM                                           CPM


 10/30/12             Seattle Interactive Conference 2012.         48
Implications for Advertising and Marketing
• Data Science over Human Hypothesis
      – People guide, computers execute
      – Media buying must change to accommodate
• Marketers, BYOD (Bring Your Own Data)
      – Leverage website and CRM assets
• Publishers, get data smart
10/30/12             Seattle Interactive Conference 2012.   49
Konrad Feldman
kfeldman@quantcast.com

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Konrad Feldman - Big Data and The Future of Advertising and Marketing - SIC2012

  • 1. Big Data and the Future of Advertising & Marketing Konrad Feldman 10/30/12 Seattle Interactive Conference 2012. 1
  • 2. Agenda • Introduction • Real-Time Advertising • Big Data in Advertising • Insights & Implications 10/30/12 Seattle Interactive Conference 2012. 2
  • 3. Quantcast MEASUREMENT + ADVERTISING 10/30/12 Seattle Interactive Conference 2012. 3
  • 4. Measurement • World’s best audience measurement service • Groundbreaking direct measurement & insights • For sites, publishers, networks and advertisers of any size • 100% free for everyone 10/30/12 Seattle Interactive Conference 2012. 4
  • 5. 10/30/12 Seattle Interactive Conference 2012. 5
  • 6. Advertising • Dynamic real-time advertising • RTB integrated performance advertising • Brand advertising integrated with premium publishers & networks 10/30/12 Seattle Interactive Conference 2012. 6
  • 7. Advertising Landscape DISPLAY ADVERTISING GOES REAL-TIME 10/30/12 Seattle Interactive Conference 2012. 7
  • 8. 10/30/12 Seattle Interactive Conference 2012. 8
  • 9. 10/30/12 Seattle Interactive Conference 2012. 9
  • 10. Display Reemerges to Overtake Search Display passes Search 10/30/12 Seattle Interactive Conference 2012. 10
  • 11. Real-Time Bidding – Display’s Catalyst. Real-Time rationalizes display. RTB’s rapid rise. Billions 27% RTB % of $5 Display market 23% $4 20% $3 16% $2 10% $1 4% $0 2010 2011 2012 2013 2014 2015 10/30/12 Seattle Interactive Conference 2012. 11
  • 12. Real-Time Bidding MEDIA IS DATA 10/30/12 Seattle Interactive Conference 2012. 12
  • 13.
  • 14. Consumer’s Browser Ad Space Ad Exchange
  • 15. The Exchange sends a Bid Request, with information regarding the individual ad impression, to all Qualifying Exchange Participants. 100s – 1000s of Potential Buyers
  • 16. 0:00:00.000 Exchange sends bid request to potential buyers 1 – 1000+ Advertiser Campaigns
  • 17. 0:00:00.025 Exchange sends bid request to potential buyers 1 – 1000+ Advertiser Campaigns
  • 18. What are the interests of this user? 0:00:00.040 0:00:00.035 0:00:00.030 0:00:00.050 0:00:00.045 Have they been shown impressions before for this campaign? How much do they consume on the Internet? Where is this user in the world? What device is the user browsing on? Who is the publisher and what is the context of this site and page? How has this campaign performed on this site in the past? Is the impression above or below the fold? What’s the time of day for the user?
  • 19. What are the interests of this user? 0:00:00.060 Have they been shown impressions before for this campaign? How much do they consume on the Internet? Determine Where is this user in the world? Bid Value for Highest Rated What device is the user browsing on? Who is the publisher and what is the context of this site and page? How has this campaign performed on this site in the past? Is the impression above or below the fold? What’s the time of day for the user?
  • 20. 0:00:00.100 Bidding Race Bids are submitted to the Exchange by all participants. Even if the impression is not desired, $0.00 is bid to indicate buyer’s capability to respond.
  • 21.
  • 22.
  • 23. AGE OF THE MACHINES
  • 24. 10/30/12 Seattle Interactive Conference 2012. 24
  • 25.
  • 26.
  • 27. 10/30/12 Seattle Interactive Conference 2012. 27
  • 28. 10/30/12 Seattle Interactive Conference 2012. 28
  • 29.
  • 30.
  • 31.
  • 32. Supporting Artificial Intelligence BIG DATA TO THE FORE 10/30/12 Seattle Interactive Conference 2012. 32
  • 33. Big Data’s Innovation Cycle Data • Big data tends to follow an iterative cycle within Capacity Analysis Capability organizations • These cycles are accelerating Data Use Analysts 10/30/12 Seattle Interactive Conference 2012. 33
  • 34. Quantcast Data Processing Architecture Pixel Delivery Realtime Bidding Website Analytics Realtime Decisioning Batch Processing Ad-hoc Queries Realtime Engine Relational MapReduce Sawzall Turbo Storm Hadoop QuantSort RDBMSs MapReduce Keebler Redis Quantcast File System Quantcast owned hardware 10/30/12 Seattle Interactive Conference 2012. 34
  • 35. Quantcast Data Processing Architecture Pixel Delivery Realtime Bidding Website Analytics Realtime Decisioning Batch Processing Ad-hoc Queries Realtime Engine Relational MapReduce Sawzall Turbo Storm Hadoop QuantSort RDBMSs MapReduce Keebler Redis Quantcast File System Quantcast owned hardware 10/30/12 Seattle Interactive Conference 2012. 35
  • 36. Quantcast Data Processing Architecture Pixel Delivery Realtime Bidding Website Analytics Realtime Decisioning Batch Processing Ad-hoc Queries Realtime Engine Relational MapReduce Sawzall Turbo Storm Hadoop 0.15 QuantSort RDBMSs MapReduce Keebler Redis Quantcast File System Quantcast owned hardware 10/30/12 Seattle Interactive Conference 2012. 36
  • 37. Quantcast Data Processing Architecture Pixel Delivery Realtime Bidding Website Analytics Realtime Decisioning Batch Processing Ad-hoc Queries Realtime Engine Relational MapReduce Sawzall Turbo Storm Hadoop QuantSort RDBMSs MapReduce Keebler Redis Quantcast File System Quantcast owned hardware 10/30/12 Seattle Interactive Conference 2012. 37
  • 38. Quantcast Data Processing Architecture Pixel Delivery Realtime Bidding Website Analytics Realtime Decisioning Batch Processing Ad-hoc Queries Realtime Engine Relational MapReduce Sawzall Turbo Storm Hadoop QuantSort RDBMSs MapReduce Keebler Redis Quantcast File System Quantcast owned hardware 10/30/12 Seattle Interactive Conference 2012. 38
  • 39. Big Data BY THE NUMBERS 10/30/12 Seattle Interactive Conference 2012. 39
  • 40. Data Real-Time Ingest 500,000+ / sec. Big Raw Data Massive Transaction Volume 40+ TB / day 750+ Billion / mo. 10/30/12 Seattle Interactive Conference 2012. 40
  • 41. Computers Real Estate 15+ Data Centers Machines Largest Data Center 1,000+ Servers 40+ Racks 10/30/12 Seattle Interactive Conference 2012. 41
  • 42. Data Processing Daily Processing Scaling Petabytes per day 30 25 25+ 20 15 Petabytes 10 5 0 10/30/12 Seattle Interactive Conference 2012. 42
  • 43. People who buys shoes online More likely to visit... More likely affiliation... Site Score Affiliation Score runnersworld.com  Democrat  halfmarathons.net  Libertarian  athlinks.com  Independent  runningintheusa.com  Republican  flotrack.org  running.about.com  letsrun.com  eatliverun.com  10/30/12 Seattle Interactive Conference 2012. 43
  • 44. Advertising Insights: Clickers vs. Converters • 85% of clicks come from just 8% of internet users • Converters have a distinct profile, which is nothing like Clickers (over-index low income) the clickers Converters (over-index high income) • Most converters don’t click ads. They view them • Clickers are not the target customer 10/30/12 Seattle Interactive Conference 2012. 44
  • 45. Traditional Display 50 Impressions Bought in Aggregate 40 Priced as a Whole 30 Focus: Cost CPA Key Skill: Negotiation 20 10 - CPM 10/30/12 Seattle Interactive Conference 2012. 45
  • 46. Real-Time is Different 50 Impressions bought Individually 40 Priced Individually 30 Focus: Value CPA Key skill: Science 20 10 - Example: Travel campaign CPM 10/30/12 Seattle Interactive Conference 2012. 46
  • 47. Real-Time is Different 50 Impressions bought Individually 40 Priced Individually 30 Focus: Value CPA Key skill: Science 20 10 - Example: Travel campaign CPM 10/30/12 Seattle Interactive Conference 2012. 47
  • 48. Consistent Feature of RTB Campaigns Media Subscription Travel 125 4 100 3 75 CPA CPA 2 50 1 25 - - CPM CPM 10/30/12 Seattle Interactive Conference 2012. 48
  • 49. Implications for Advertising and Marketing • Data Science over Human Hypothesis – People guide, computers execute – Media buying must change to accommodate • Marketers, BYOD (Bring Your Own Data) – Leverage website and CRM assets • Publishers, get data smart 10/30/12 Seattle Interactive Conference 2012. 49

Editor's Notes

  1. How many of you have heard of our measurement solutions?