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Display Ad Fraud 
101 
Dr. Augustine Fou 
acfou [at] mktsci.com 
http://linkd.in/augustinefou 
February 2014 
- 1 - Augustine Fou
Why Now? 
“As more ad inventory is bought and sold 
programmatically on ad exchanges, bad 
guys are finding it far easier to commit fraud 
because few agencies and advertisers 
actually check in detail the hundreds of 
thousands of sites on which the ads are run. 
It’s easier to hide in a far larger haystack.” 
-- Dr. Augustine Fou 
- 2 - Augustine Fou
Real-Time Bidding 
Real-Time 
Bidding to 
Account for 
25% of Display- 
Ad Spending by 
2015: eMarketer 
- 3 - Augustine Fou
Types of Ad Fraud 
Impressions 
(CPM fraud) 
Botnets 
generate fake 
pageviews 
which produce 
ad impression 
“inventory” that 
is sold into ad 
exchanges. 
Clicks 
(CPC fraud) 
Leads 
(CPL fraud) 
Sales 
(CPA fraud) 
Bots type 
search queries 
to bring up 
search ads and 
then click on 
the ads to earn 
share of CPC. 
Bot or low 
wage workers 
fill in lead 
forms with real 
addresses and 
get paid bounty 
per lead. 
Fake sites set 
up to do cookie 
stuffing or trick 
users to click 
on affiliate 
links to earn rev 
share. 
- 4 - Augustine Fou
How Impression (CPM) 
Ad Fraud Works 
- 5 - Augustine Fou
Bad Guys Put Up Sites 
site = analyzecanceradvice .com 
19 blocked ads on page 
site = missomoms.com 
- 6 - Augustine Fou
Load Tons of Ads on Pages 
http://modernbab y.com/ 
http://interiorcom plex.com/ 
- 7 - Augustine Fou
Load Ads in Hidden iFrames 
Source: Spider.io May 2, 2013 
Ads are hidden in up to 
72 layers 
Entire web pages are 
loaded into ad iframes to 
boost impressions 
Multiple redirects and 
auto page refreshes 
- 8 - Augustine Fou
Fake their “Viewability” 
Source: Spider.io May 2, 2013 
Ads are above the 
fold of the page 
But their pixel 
opacity can be set 
to zero (invisible) 
Entire web pages 
stuffed into ad 
iframe; ads counted 
as viewable 
- 9 - Augustine Fou
Use Bots to Load the Pages 
Source: Wired 
Source: Google Digital Attack Map 
- 10 - Augustine Fou
Traffic Firehose On/Off 
Source: Alexa 
Legit human traffic does not change rapidly; but bot traffic 
(firehose) can be rapidly turned off and directed to other sites. 
- 11 - Augustine Fou
Sell Fake Impressions 
“Modernbaby.com and Interiorcomplex.com 
Each of these sites peddles enormous traffic on the 
exchanges. For example, on a recent day Modern Baby was 
offering 19 million impressions via one exchange (quite the 
baby boom) and Interior Complex 30 million [ad 
impressions PER DAY] (the roaring housing market must be 
back).” Source: Adweek – Suspicious Web Domains Cost Online Ad Business $400m per Year 
Peak unique users 
141k per month 
Peak unique users 
115k per moth 
- 12 - Augustine Fou
Impression (CPM) 
Ad Fraud Sizing 
- 13 - Augustine Fou
Display Ad Impressions 
30 – 75% 
fraudulent, not-in-view, adblocked 
IAB: FY 2012 Display Ad Spend = $7.7B 
• By far, the easiest to commit – fill a web page with many 
display ads and repeatedly load the page with scripts or bots 
• Clients pay on CPM basis and are usually goaled on the 
number of impressions delivered and CPM 
- 14 - Augustine Fou
Bot Traffic Estimates 
24-29% 
confirmed 
bot 
Source: Solve Media Sept 2013 
- 15 - Augustine Fou
Sources of Fake Impressions 
Ad exchanges are particularly prone to fraud because shady sites sell enormous 
quantities “ad impression inventory” into the exchanges for re-sale. 
Source: Integral Ad Science, via BusinessWeek Nov 26, 2013 
- 16 - Augustine Fou
Viewability of Display Ads 
Publisher direct is 
best and lowest 
risk 
Source: Integral Ad Science Sept 2013 via MarketingCharts 
- 17 - Augustine Fou
Display Ad (CPM) Fraud 
Display Ads 
500 billion 
display ad impressions /mo 
29% 
Source: Solve Media 2013 
confirmed bot traffic 
~$1 - $3.50 
cost per thousand 
$2-6 billion 
wasted ad spend (annualized) 
- 18 - Augustine Fou
Digital Ad Spend (IAB FY 2013) 
CPM Performance 
Impressions 
(CPM/CPV) 
Clicks 
(CPC) 
Leads 
(CPL) 
Sales 
(CPA) 
Search 43% 
$18.5B 
Display 19% 
$8.2B 
Video 7% 
$3.0B 
$6.5B 
NOTE: figures from IAB FY 2013 
($43B annual ad spend) 
Lead Gen 4% 
$1.7B 
11% Other 
$4.8B 
$2.8B $3.7B 
Mobile 15% 
• classifieds 
• sponsorship 
• rich media 
• email 
Source: IAB, FY 2013 Internet Advertising Report, April 2014 $36.2B 
- 19 - Augustine Fou
Digital Ad Fraud Estimates 
Impressions 
(CPM/CPV) 
Clicks 
(CPC) 
Search 
$18.5B 
Display 
$8.2B 
Video 
$3.0B 
$2.8B $3.7B 
Mobile 
$36.2B Ad Spend 
Avg Fraud Rate Dollars 
Display 50% $4B 
Video 60% $2B 
Mobile 40% $2B 
Search 30% $6B 
TOTALS 39% $14B 
(U.S. digital ad spend only) 
Multiple sources 
- 20 - Augustine Fou
What Advertisers 
Can/Should Do 
- 21 - Augustine Fou
Areas of Optimization 
targeting 
delivery 
viewability 
bots /not seen by humans 
improving 
optimization 
waste 
reduction 
30% 
40% 
30% 
- 22 - Augustine Fou
Low Hanging Fruit 
The most immediate, direct impact on ROI comes from reducing waste 
25% On-Target Delivery 
(Nielsen) 
54% Not In View 
(comScore) 
23% Ad Blocked 
(PageFair) 
24 – 29% confirmed bot 
(Solve Media) 
- 23 - Augustine Fou
Digital Ad Forensics Process 
Preliminary Scan Forensic Analysis 
Sizing of 
ad fraud 
• Technology Tools 
• Statistical analysis 
Maintenance 
Implementation 
FREE 
Preliminary analysis of 
paid campaigns and 
analytics to determine 
magnitude of the ad 
fraud impacting client. 
$$$ 
Creating recommended 
list of changes, 
including list of sites to 
exclude in each ad 
channel. 
• Budget shifts 
• Further optimization 
$ 
Subscribe to triangulated, 
cross-industry database of 
“ad fraud offenders” to 
continuously update 
blacklists and whitelists. 
- 24 - Augustine Fou
Related Articles 
Fake YouTube Videos 
By: Augustine Fou, December 2013 
Fake Linkedin Profiles 
By: Augustine Fou, December 2013 
Fake Facebook Profiles 
By: Augustine Fou, Dec 2013 
Fake Twitter Accounts 
By: Augustine Fou, August 2013 
An Ecosystem of Digital Ad Fraud 
By: Augustine Fou, October 2013 
Digital Ad Fraud Briefing 
By: Augustine Fou December 2013 
Ad Fraud Fighting Techniques 
By: Augustine Fou October 2013 
How Display Fraud Works 
By: Augustine Fou, May 2013 
How Click Fraud Works 
By: Augustine Fou, November 2013 
The Magnitude of Digital Ad Fraud 
By: Augustine Fou, November 2013 
- 25 - Augustine Fou
Dr. Augustine Fou – Technical Forensics 
“I advise clients on optimizing 
advertising across all channels. One 
main area of focus is reducing ad waste 
due to fraud – fake impressions, clicks, 
leads, and sales – which produces 
immediate ROI.” 
FORMER CHIEF DIGITAL OFFICER, HCG (OMNICOM) 
MCKINSEY CONSULTANT 
CLIENT SIDE / AGENCY SIDE EXPERIENCE 
PROFESSOR AND COLUMNIST 
ENTREPRENEUR / SMALL BUSINESS OWNER 
PHD MATERIALS SCIENCE (MIT '95) AT AGE 23 
ClickZ Articles: http://bit.ly/augustine-fou-clickz 
Slideshares: http://bit.ly/augustine-fou-slideshares 
LinkedIn: http://linkd.in/augustinefou 
- 26 - Augustine Fou 
@acfou
The Entire Ecosystem 
- 27 - Augustine Fou

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Display Ad Fraud 101 by Augustine Fou Technical Forensics

  • 1. Display Ad Fraud 101 Dr. Augustine Fou acfou [at] mktsci.com http://linkd.in/augustinefou February 2014 - 1 - Augustine Fou
  • 2. Why Now? “As more ad inventory is bought and sold programmatically on ad exchanges, bad guys are finding it far easier to commit fraud because few agencies and advertisers actually check in detail the hundreds of thousands of sites on which the ads are run. It’s easier to hide in a far larger haystack.” -- Dr. Augustine Fou - 2 - Augustine Fou
  • 3. Real-Time Bidding Real-Time Bidding to Account for 25% of Display- Ad Spending by 2015: eMarketer - 3 - Augustine Fou
  • 4. Types of Ad Fraud Impressions (CPM fraud) Botnets generate fake pageviews which produce ad impression “inventory” that is sold into ad exchanges. Clicks (CPC fraud) Leads (CPL fraud) Sales (CPA fraud) Bots type search queries to bring up search ads and then click on the ads to earn share of CPC. Bot or low wage workers fill in lead forms with real addresses and get paid bounty per lead. Fake sites set up to do cookie stuffing or trick users to click on affiliate links to earn rev share. - 4 - Augustine Fou
  • 5. How Impression (CPM) Ad Fraud Works - 5 - Augustine Fou
  • 6. Bad Guys Put Up Sites site = analyzecanceradvice .com 19 blocked ads on page site = missomoms.com - 6 - Augustine Fou
  • 7. Load Tons of Ads on Pages http://modernbab y.com/ http://interiorcom plex.com/ - 7 - Augustine Fou
  • 8. Load Ads in Hidden iFrames Source: Spider.io May 2, 2013 Ads are hidden in up to 72 layers Entire web pages are loaded into ad iframes to boost impressions Multiple redirects and auto page refreshes - 8 - Augustine Fou
  • 9. Fake their “Viewability” Source: Spider.io May 2, 2013 Ads are above the fold of the page But their pixel opacity can be set to zero (invisible) Entire web pages stuffed into ad iframe; ads counted as viewable - 9 - Augustine Fou
  • 10. Use Bots to Load the Pages Source: Wired Source: Google Digital Attack Map - 10 - Augustine Fou
  • 11. Traffic Firehose On/Off Source: Alexa Legit human traffic does not change rapidly; but bot traffic (firehose) can be rapidly turned off and directed to other sites. - 11 - Augustine Fou
  • 12. Sell Fake Impressions “Modernbaby.com and Interiorcomplex.com Each of these sites peddles enormous traffic on the exchanges. For example, on a recent day Modern Baby was offering 19 million impressions via one exchange (quite the baby boom) and Interior Complex 30 million [ad impressions PER DAY] (the roaring housing market must be back).” Source: Adweek – Suspicious Web Domains Cost Online Ad Business $400m per Year Peak unique users 141k per month Peak unique users 115k per moth - 12 - Augustine Fou
  • 13. Impression (CPM) Ad Fraud Sizing - 13 - Augustine Fou
  • 14. Display Ad Impressions 30 – 75% fraudulent, not-in-view, adblocked IAB: FY 2012 Display Ad Spend = $7.7B • By far, the easiest to commit – fill a web page with many display ads and repeatedly load the page with scripts or bots • Clients pay on CPM basis and are usually goaled on the number of impressions delivered and CPM - 14 - Augustine Fou
  • 15. Bot Traffic Estimates 24-29% confirmed bot Source: Solve Media Sept 2013 - 15 - Augustine Fou
  • 16. Sources of Fake Impressions Ad exchanges are particularly prone to fraud because shady sites sell enormous quantities “ad impression inventory” into the exchanges for re-sale. Source: Integral Ad Science, via BusinessWeek Nov 26, 2013 - 16 - Augustine Fou
  • 17. Viewability of Display Ads Publisher direct is best and lowest risk Source: Integral Ad Science Sept 2013 via MarketingCharts - 17 - Augustine Fou
  • 18. Display Ad (CPM) Fraud Display Ads 500 billion display ad impressions /mo 29% Source: Solve Media 2013 confirmed bot traffic ~$1 - $3.50 cost per thousand $2-6 billion wasted ad spend (annualized) - 18 - Augustine Fou
  • 19. Digital Ad Spend (IAB FY 2013) CPM Performance Impressions (CPM/CPV) Clicks (CPC) Leads (CPL) Sales (CPA) Search 43% $18.5B Display 19% $8.2B Video 7% $3.0B $6.5B NOTE: figures from IAB FY 2013 ($43B annual ad spend) Lead Gen 4% $1.7B 11% Other $4.8B $2.8B $3.7B Mobile 15% • classifieds • sponsorship • rich media • email Source: IAB, FY 2013 Internet Advertising Report, April 2014 $36.2B - 19 - Augustine Fou
  • 20. Digital Ad Fraud Estimates Impressions (CPM/CPV) Clicks (CPC) Search $18.5B Display $8.2B Video $3.0B $2.8B $3.7B Mobile $36.2B Ad Spend Avg Fraud Rate Dollars Display 50% $4B Video 60% $2B Mobile 40% $2B Search 30% $6B TOTALS 39% $14B (U.S. digital ad spend only) Multiple sources - 20 - Augustine Fou
  • 21. What Advertisers Can/Should Do - 21 - Augustine Fou
  • 22. Areas of Optimization targeting delivery viewability bots /not seen by humans improving optimization waste reduction 30% 40% 30% - 22 - Augustine Fou
  • 23. Low Hanging Fruit The most immediate, direct impact on ROI comes from reducing waste 25% On-Target Delivery (Nielsen) 54% Not In View (comScore) 23% Ad Blocked (PageFair) 24 – 29% confirmed bot (Solve Media) - 23 - Augustine Fou
  • 24. Digital Ad Forensics Process Preliminary Scan Forensic Analysis Sizing of ad fraud • Technology Tools • Statistical analysis Maintenance Implementation FREE Preliminary analysis of paid campaigns and analytics to determine magnitude of the ad fraud impacting client. $$$ Creating recommended list of changes, including list of sites to exclude in each ad channel. • Budget shifts • Further optimization $ Subscribe to triangulated, cross-industry database of “ad fraud offenders” to continuously update blacklists and whitelists. - 24 - Augustine Fou
  • 25. Related Articles Fake YouTube Videos By: Augustine Fou, December 2013 Fake Linkedin Profiles By: Augustine Fou, December 2013 Fake Facebook Profiles By: Augustine Fou, Dec 2013 Fake Twitter Accounts By: Augustine Fou, August 2013 An Ecosystem of Digital Ad Fraud By: Augustine Fou, October 2013 Digital Ad Fraud Briefing By: Augustine Fou December 2013 Ad Fraud Fighting Techniques By: Augustine Fou October 2013 How Display Fraud Works By: Augustine Fou, May 2013 How Click Fraud Works By: Augustine Fou, November 2013 The Magnitude of Digital Ad Fraud By: Augustine Fou, November 2013 - 25 - Augustine Fou
  • 26. Dr. Augustine Fou – Technical Forensics “I advise clients on optimizing advertising across all channels. One main area of focus is reducing ad waste due to fraud – fake impressions, clicks, leads, and sales – which produces immediate ROI.” FORMER CHIEF DIGITAL OFFICER, HCG (OMNICOM) MCKINSEY CONSULTANT CLIENT SIDE / AGENCY SIDE EXPERIENCE PROFESSOR AND COLUMNIST ENTREPRENEUR / SMALL BUSINESS OWNER PHD MATERIALS SCIENCE (MIT '95) AT AGE 23 ClickZ Articles: http://bit.ly/augustine-fou-clickz Slideshares: http://bit.ly/augustine-fou-slideshares LinkedIn: http://linkd.in/augustinefou - 26 - Augustine Fou @acfou
  • 27. The Entire Ecosystem - 27 - Augustine Fou