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RTB€13B in Europe
$19.6B in US
website.com
This is the current process of
real-time bidding that is used
in online behavioural
advertising. 

DATA LEAKAGE
IN ONLINE
ADVERTISING
Channel of data leakage
Legend
Money
website.com
This is the current process of
real-time bidding that is used
in online behavioural
advertising. 

DATA LEAKAGE
IN ONLINE
ADVERTISING
Channel of data leakage
Legend
Money
Ad server
website.com
Ad server
javascript
Step 1.
User requests
webpage
This is the current process of
real-time bidding that is used
in online behavioural
advertising. 

DATA LEAKAGE
IN ONLINE
ADVERTISING
Channel of data leakage
Legend
Money
Ad server SSP
Step 2.
Ad server
selects an SSP
website.com
Ad server
javascript
SSP
javascript
Step 1.
User requests
webpage
This is the current process of
real-time bidding that is used
in online behavioural
advertising. 

DATA LEAKAGE
IN ONLINE
ADVERTISING
Channel of data leakage
Legend
Money
Ad server SSP
Step 2.
Ad server
selects an SSP
Step 3.
SSP selects an
exchange
website.com
Ad server
javascript
SSP
javascript
Step 1.
User requests
webpage
Ad exchange
This is the current process of
real-time bidding that is used
in online behavioural
advertising. 

DATA LEAKAGE
IN ONLINE
ADVERTISING
Channel of data leakage
Legend
Money
Ad server SSP
Step 2.
Ad server
selects an SSP
Step 3.
SSP selects an
exchange
MARKETERS
website.com
Ad server
javascript
SSP
javascript
Step 1.
User requests
webpage
Ad exchange
Step 4.
Exchange sends
bid requests to
hundreds of
partners
This is the current process of
real-time bidding that is used
in online behavioural
advertising. 

DATA LEAKAGE
IN ONLINE
ADVERTISING
Channel of data leakage
Legend
Money
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
Ad server SSP
Step 2.
Ad server
selects an SSP
Step 3.
SSP selects an
exchange
MARKETERS
website.com
Winningbid
Ad server
javascript
SSP
javascript
Step 1.
User requests
webpage
Ad exchange
Step 4.
Exchange sends
bid requests to
hundreds of
partners
This is the current process of
real-time bidding that is used
in online behavioural
advertising. 

DATA LEAKAGE
IN ONLINE
ADVERTISING
Channel of data leakage
Legend
Money
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
Ad server SSP
Step 2.
Ad server
selects an SSP
Step 3.
SSP selects an
exchange
MARKETERS
website.com
Winningbid
Ad server
javascript
SSP
javascript
DMP
DMP
DMP DMP
DSP
DSP
DSP
DSP
DSP
Step 1.
User requests
webpage
Ad exchange
Step 4.
Exchange sends
bid requests to
hundreds of
partners
Step 5.
Exchange lets
some DMPs/
DSPs to refresh
cookie sync
This is the current process of
real-time bidding that is used
in online behavioural
advertising. 

DATA LEAKAGE
IN ONLINE
ADVERTISING
Channel of data leakage
Legend
Money
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
Ad server SSP
Step 2.
Ad server
selects an SSP
Step 3.
SSP selects an
exchange
MARKETERS
website.com
Winningbid
Ad server
javascript
SSP
javascript
DMP
DMP
DMP DMP
DSP
DSP
DSP
DSP
DSP
DSP
javascript
Step 6.
Exchange serves
winning bid
Winning DSP
Step 1.
User requests
webpage
Ad exchange
Step 4.
Exchange sends
bid requests to
hundreds of
partners
Step 5.
Exchange lets
some DMPs/
DSPs to refresh
cookie sync
This is the current process of
real-time bidding that is used
in online behavioural
advertising. 

DATA LEAKAGE
IN ONLINE
ADVERTISING
Channel of data leakage
Legend
Money
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
Ad server SSP
Step 2.
Ad server
selects an SSP
Step 3.
SSP selects an
exchange
Step 7.
DSP serves
agency creative
MARKETERS
website.com
Winningbid
Ad server
javascript
SSP
javascript
DMP
DMP
DMP DMP
DSP
DSP
DSP
DSP
DSP
DSP
javascript
Ad server
javascript
Step 6.
Exchange serves
winning bid
Agency
ad server
Winning DSP
Step 1.
User requests
webpage
Ad exchange
Step 4.
Exchange sends
bid requests to
hundreds of
partners
Step 5.
Exchange lets
some DMPs/
DSPs to refresh
cookie sync
This is the current process of
real-time bidding that is used
in online behavioural
advertising. 

DATA LEAKAGE
IN ONLINE
ADVERTISING
Channel of data leakage
Legend
Money
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
Ad server SSP
Step 2.
Ad server
selects an SSP
Step 3.
SSP selects an
exchange
Step 7.
DSP serves
agency creative
Step 8.
Assets load
from CDN
MARKETERS
website.com
AD
Winningbid
Ad server
javascript
SSP
javascript
DMP
DMP
DMP DMP
DSP
DSP
DSP
DSP
DSP
DSP
javascript
Ad server
javascript
Step 6.
Exchange serves
winning bid
Agency
ad server
Winning DSP
Step 1.
User requests
webpage
Ad exchange
Channel of data leakage
Legend
Step 4.
Exchange sends
bid requests to
hundreds of
partners
Step 5.
Exchange lets
some DMPs/
DSPs to refresh
cookie sync
CDN
Money
This is the current process of
real-time bidding that is used
in online behavioural
advertising. 

DATA LEAKAGE
IN ONLINE
ADVERTISING
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
DSP
WHAT’S IN A
BID REQUEST?
IAB OpenRTB Google Authorized
Buyers
The website this specific person is currently viewing
Various ID codes that identify this
specific person, and can tie them to
existing profiles
Distinctive characteristics of this specific person
This specific person’s IP address
Distinctive information about
this specific person’s device
Distinctive information about this specific
person’s device
This young woman’s GPS coordinates!
HUNDREDS OF BILLIONS OF RTB
BID REQUESTS, EVERY DAY.
Index Exchange 50 billionii
OpenX 60 billion+i
Rubicon Project Claims to reach 1 billion people’s devicesiii
PubMatic 70 billion+iv
Oath/AOL 90 billionv
AppNexus 131 billionvi
Smaato 214 billionvii
Google DoubleClick Unknown, but live on 8.4 million websites.
i. “Tour IX’s Amsterdam and Frankfurt Data Centers”, Index Exchange, 2 July 2018 (URL: https://
www.indexexchange.com/tour-ix-amsterdam-frankfurt-data-centers/).
ii. "OpenX Ad Exchange", OpenX (URL: https://www.openx.com/uk_en/products/ad-exchange/).
iii. “Buyers”, Rubicon Project, (URL: https://rubiconproject.com/buyers/).
iv. "How PubMatic Is Learning Machine Learning", PubMatic, 25 January 2019 (URL: https://pubmatic.com/
blog/learning-machine-learning/)
v. "Maximize yield with Oath's publisher offerings", Oath, 3 April 2018 (URL: https://www.oath.com/insights/
maximize-yield-with-oath-s-publisher-offerings/)
vi. 500 Billion / 29.6 = 18.6 billion impressions per day. Using AppNexus 1:11.5 ratio, this is 214 auctions per
day. 500+ impressions figure cited in “Optimize your mobile strategy”, Smaato, (URL: https://
www.smaato.com/).
vii. “Transacting at a peak of 11.4 billion daily impressions, our marketplace handles more traffic each day than
Visa, Nasdaq, and the NYSE combined” at https://www.appnexus.com/sell. Note that in 2017, AppNexus said
in “AppNexus Scales with DriveScale”, 2017, (URL: http://go.drivescale.com/rs/451-ESR-800/images/
DRV_Case_Study_AppNexus-final.v1.pdf) that 10.7 billion "impressions transacted" came as a result of
running 123 billion auctions. The impressions transacted to auctions ratio appears to be roughly 1:11.5.
Therefore, the 11.4 daily impressions reported in 2018 equates to 131 billion auctions per day.
Leading RTB exchanges, daily bid request estimates
“broadcast”
Everybody
can be profiled
GDPR, Article 5 (1)
(f) processed in a manner that ensures
appropriate security of the personal data,
including protection against unauthorised or
unlawful processing and against accidental
loss, destruction or damage, using
appropriate technical or organisational
measures (‘integrity and confidentiality’).
European privacy
regulators are like ents:
Terrifying, once awoken.
European privacy
regulators are like ents:
Terrifying, once awoken.
Personal data in bid requests
• What you are reading, or watching, or listening to.
• Categories of the content.
• Unique pseudonymous ID.
• Unique ID matched to ad buyer’s existing profile of you.*
• Your location (can be your exact latitude and longitude).
• Granular description of your device. 

• Unique tracking IDs / cookie match. 

• Your IP address.*
• Data broker segment ID* when available.
*Depending on the version of “real time bidding” system
• What you are reading, or watching, or listening to.
• Categories of the content. 

• Your approximate location.
• General description of your device.
• Your approximate IP address.
• Impression ID for buyer transparency.
Non-Personal data in bid requests
Person is in Etterbeek in Brussels. Reading
an article about Tesla motors on TechCrunch.
Using Safari on a Mac.
INNOVATION
Conventional
“Broadcast” Behavioral
Conventional
“Broadcast” Behavioral
“Local” Behavioral
///
Conventional
“Broadcast” Behavioral
“Local” Behavioral
///
Safe data
“Broadcast” Behavioral
MARKET
CRISIS
How RTB data leakage supports untrustworthy websites
The Daily Bugle
///
Step 1.
User “John” visits
The Daily Bugle
How RTB data leakage supports untrustworthy websites
The Daily Bugle
///
Step 1.
User “John” visits
The Daily Bugle
Step 2.
Bid request
broadcasts personal
data about John
How RTB data leakage supports untrustworthy websites
The Daily Bugle
///
Step 3.
100s of companies in the ad
auction can now re-identify
John as a Daily Bugle reader
Step 1.
User “John” visits
The Daily Bugle
Step 2.
Bid request
broadcasts personal
data about John
John
Step 4.
The Daily Bugle is
paid €1 to show ad
to John
How RTB data leakage supports untrustworthy websites
The Daily Bugle
///
Step 3.
100s of companies in the ad
auction can now re-identify
John as a Daily Bugle reader
Step 1.
User “John” visits
The Daily Bugle
€1 advertisement
Step 2.
Bid request
broadcasts personal
data about John
John
Step 4.
The Daily Bugle is
paid €1 to show ad
to John
How RTB data leakage supports untrustworthy websites
The Daily Bugle
Step 5.
Later, John visits a
low quality website
Step 3.
100s of companies in the ad
auction can now re-identify
John as a Daily Bugle reader
Step 1.
User “John” visits
The Daily Bugle
€1 advertisement
De5troyTru5t.com
///
Step 2.
Bid request
broadcasts personal
data about John
John
Step 4.
The Daily Bugle is
paid €1 to show ad
to John
How RTB data leakage supports untrustworthy websites
The Daily Bugle
Step 5.
Later, John visits a
low quality website
Step 6.
Bid request
announces John is
here
Step 3.
100s of companies in the ad
auction can now re-identify
John as a Daily Bugle reader
Step 1.
User “John” visits
The Daily Bugle
€1 advertisement
De5troyTru5t.com
///
Step 2.
Bid request
broadcasts personal
data about John
John
Step 4.
The Daily Bugle is
paid €1 to show ad
to John
Step 7.
De5troyTru5t.com is paid
€0.01 to show ad to John
How RTB data leakage supports untrustworthy websites
The Daily Bugle
Step 5.
Later, John visits a
low quality website
Step 6.
Bid request
announces John is
here
Step 3.
100s of companies in the ad
auction can now re-identify
John as a Daily Bugle reader
Step 1.
User “John” visits
The Daily Bugle
€1 advertisement
De5troyTru5t.com
€0.01 advertisement
///
Step 2.
Bid request
broadcasts personal
data about John
John
Step 4.
The Daily Bugle is
paid €1 to show ad
to John
Step 7.
De5troyTru5t.com is paid
€0.01 to show ad to John
How RTB data leakage supports untrustworthy websites
The Daily Bugle
Step 5.
Later, John visits a
low quality website
Step 6.
Bid request
announces John is
here
Step 3.
100s of companies in the ad
auction can now re-identify
John as a Daily Bugle reader
Step 1.
User “John” visits
The Daily Bugle
€1 advertisement
De5troyTru5t.com
€0.01 advertisement
///
Step 2.
Bid request
broadcasts personal
data about John
Worthy sites lose their unique audience, and feed
a business model for the bottom of the Web.
John
The Daily Bugle
Step 1.
A bot masquerading
as a human visits
The Daily Bugle ///
Fake
How RTB enables to steal from publishers and
advertisers.
fraudsters
The Daily Bugle
Step 1.
A bot masquerading
as a human visits
The Daily Bugle
Step 2.
Bid request
broadcasts personal
data about Bot///
Fake
How RTB enables to steal from publishers and
advertisers.
fraudsters
The Daily Bugle
Step 3.
100s of companies in the ad
auction can now re-identify
Bot as a Daily Bugle reader
Step 1.
A bot masquerading
as a human visits
The Daily Bugle
Step 2.
Bid request
broadcasts personal
data about Bot
Bot
///
Fake
How RTB enables to steal from publishers and
advertisers.
fraudsters
Step 4.
The Daily Bugle is
paid €1 to show ad
The Daily Bugle
Step 3.
100s of companies in the ad
auction can now re-identify
Bot as a Daily Bugle reader
Step 1.
A bot masquerading
as a human visits
The Daily Bugle
€1 advertisement
Step 2.
Bid request
broadcasts personal
data about Bot
Bot
///
Fake
How RTB enables to steal from publishers and
advertisers.
fraudsters
Step 4.
The Daily Bugle is
paid €1 to show ad
The Daily Bugle
Step 5.
Later, an
untrustworthy website
buts bot traffic
Step 3.
100s of companies in the ad
auction can now re-identify
Bot as a Daily Bugle reader
Step 1.
A bot masquerading
as a human visits
The Daily Bugle
€1 advertisement
De5troyTru5t.com
Step 2.
Bid request
broadcasts personal
data about Bot
Bot
///
Fake
///
Fake
How RTB enables to steal from publishers and
advertisers.
fraudsters
Step 4.
The Daily Bugle is
paid €1 to show ad
The Daily Bugle
Step 5.
Later, an
untrustworthy website
buts bot traffic
Step 6.
Bid request
announces Bot is
here
Step 3.
100s of companies in the ad
auction can now re-identify
Bot as a Daily Bugle reader
Step 1.
A bot masquerading
as a human visits
The Daily Bugle
€1 advertisement
De5troyTru5t.com
Step 2.
Bid request
broadcasts personal
data about Bot
Bot
///
Fake
///
Fake
How RTB enables to steal from publishers and
advertisers.
fraudsters
Step 4.
The Daily Bugle is
paid €1 to show ad
Step 7.
De5troyTru5t.com is paid
€0.01 to show ad to Bot
The Daily Bugle
Step 5.
Later, an
untrustworthy website
buts bot traffic
Step 6.
Bid request
announces Bot is
here
Step 3.
100s of companies in the ad
auction can now re-identify
Bot as a Daily Bugle reader
Step 1.
A bot masquerading
as a human visits
The Daily Bugle
€1 advertisement
De5troyTru5t.com
€0.01 advertisement
Step 2.
Bid request
broadcasts personal
data about Bot
Bot
///
Fake
///
Fake
How RTB enables to steal from publishers and
advertisers.
fraudsters
Serve page
Request page
Request bid
Request segment
Request bid
Cookie to SSP
Deliver ad
Sync
Deliver segment
Sync
Ad request
Store data
“Demand side” “Supply side”
$
(one or many)
(10s or 100s or 1000s?)
///
VisitorSiteSupply-side
platform (SSP)
Demand-side
platform (DSP)
Data management
platform (DMP)
Marketer Ad Exchange
Buyer SellerDistribution
Marketer
$ DMP DSP Ad Exchange SSP
Site
MARKET OVERVIEW (NOW)
PERSONAL DATA IN IAB / GOOGLE RTB
Extracts 70-55% of
buyer’s media budget.
Unique audience
commodified and
arbitraged.
Untrustworthy sites
business model
enabled.
Bot fraud boosted.
70% figure from the Guardian
and Rubicon case in 2017. 55%
figure from “The Programmatic
Supply Chain: Deconstructing the
Anatomy of a Programmatic
CPM”, IAB, March 2016.
Victims of massive
fraud.
Buyer Seller
Extracts much lower%
of buyer’s media budget. 

Distribution
Unique audience
become immune to
commodification and
arbitrage. 

No opportunity for
untrustworthy sites. 

Bot fraud reduced.
Bot fraud opportunity
reduced.
MARKET OVERVIEW (POST-FIX)
NON-PERSONAL DATA IN IAB / GOOGLE RTB
Marketer
$ DMP DSP Ad Exchange SSP
Site
Cascading
monopolies
Ring-fenced data. Each purpose for 

which you use my personal data requires a 

separate legal basis
Purpose limitation
As easy to withdraw as it was
to give, and can be withdrawn
without detriment.
Consent+ = Freedom
The market of users will decide
when to “break up" the companies,
and when to “un-break” them up.
Big tech companies “cross-use” personal user
data from one part of their business to prop up
others. This stifles competition and innovation.
But, data protection law can be an anti-trust tool…
-GDPR, Article 5 (1) (b)
(b)collected for specified, explicit and legitimate purposes
and not further processed in a manner that is
incompatible with those purposes; further processing for
archiving purposes in the public interest, scientific or
historical research purposes or statistical purposes shall,
in accordance with Article 89(1), not be considered to be
incompatible with the initial purposes (‘purpose
limitation’);
-GDPR, Article 7 (3)
3. The data subject shall have the right to withdraw his or
her consent at any time. The withdrawal of consent shall
not affect the lawfulness of processing based on consent
before its withdrawal. Prior to giving consent, the data
subject shall be informed thereof. It shall be as easy to
withdraw as to give consent.
EXAMPLE
1. To display your posts on your Newsfeed
2. To display posts on tagged friends’ Newsfeeds
3. To display friends posts that tag you on your Newsfeed
4. To identify untagged people in your posts
5. To record your reaction to posts to refine future content for you, which may
include ethnicity, politics, sexuality, etc…, to make our Newsfeed more
relevant to you.
6. To record your reaction to posts to refine future content for you, which may
include ethnicity, politics, sexuality, etc…, to make ads relevant to you.
7. To record your reaction to posts to refine future content for you, which may
include ethnicity, politics, sexuality, etc…, for advertising fraud prevention.
“Purposes” when you post on the Newsfeed
Facebook is Hal 9000.
Its users are Dave.
Facebook is Hal 9000.
Its users are Dave.
johnny@brave.com

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Discussion starter at Future of Privacy Forum in Washington, DC.

  • 1.
  • 3.
  • 5. website.com This is the current process of real-time bidding that is used in online behavioural advertising. DATA LEAKAGE IN ONLINE ADVERTISING Channel of data leakage Legend Money
  • 6. website.com This is the current process of real-time bidding that is used in online behavioural advertising. DATA LEAKAGE IN ONLINE ADVERTISING Channel of data leakage Legend Money
  • 7. Ad server website.com Ad server javascript Step 1. User requests webpage This is the current process of real-time bidding that is used in online behavioural advertising. DATA LEAKAGE IN ONLINE ADVERTISING Channel of data leakage Legend Money
  • 8. Ad server SSP Step 2. Ad server selects an SSP website.com Ad server javascript SSP javascript Step 1. User requests webpage This is the current process of real-time bidding that is used in online behavioural advertising. DATA LEAKAGE IN ONLINE ADVERTISING Channel of data leakage Legend Money
  • 9. Ad server SSP Step 2. Ad server selects an SSP Step 3. SSP selects an exchange website.com Ad server javascript SSP javascript Step 1. User requests webpage Ad exchange This is the current process of real-time bidding that is used in online behavioural advertising. DATA LEAKAGE IN ONLINE ADVERTISING Channel of data leakage Legend Money
  • 10. Ad server SSP Step 2. Ad server selects an SSP Step 3. SSP selects an exchange MARKETERS website.com Ad server javascript SSP javascript Step 1. User requests webpage Ad exchange Step 4. Exchange sends bid requests to hundreds of partners This is the current process of real-time bidding that is used in online behavioural advertising. DATA LEAKAGE IN ONLINE ADVERTISING Channel of data leakage Legend Money DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP
  • 11. Ad server SSP Step 2. Ad server selects an SSP Step 3. SSP selects an exchange MARKETERS website.com Winningbid Ad server javascript SSP javascript Step 1. User requests webpage Ad exchange Step 4. Exchange sends bid requests to hundreds of partners This is the current process of real-time bidding that is used in online behavioural advertising. DATA LEAKAGE IN ONLINE ADVERTISING Channel of data leakage Legend Money DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP
  • 12. Ad server SSP Step 2. Ad server selects an SSP Step 3. SSP selects an exchange MARKETERS website.com Winningbid Ad server javascript SSP javascript DMP DMP DMP DMP DSP DSP DSP DSP DSP Step 1. User requests webpage Ad exchange Step 4. Exchange sends bid requests to hundreds of partners Step 5. Exchange lets some DMPs/ DSPs to refresh cookie sync This is the current process of real-time bidding that is used in online behavioural advertising. DATA LEAKAGE IN ONLINE ADVERTISING Channel of data leakage Legend Money DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP
  • 13. Ad server SSP Step 2. Ad server selects an SSP Step 3. SSP selects an exchange MARKETERS website.com Winningbid Ad server javascript SSP javascript DMP DMP DMP DMP DSP DSP DSP DSP DSP DSP javascript Step 6. Exchange serves winning bid Winning DSP Step 1. User requests webpage Ad exchange Step 4. Exchange sends bid requests to hundreds of partners Step 5. Exchange lets some DMPs/ DSPs to refresh cookie sync This is the current process of real-time bidding that is used in online behavioural advertising. DATA LEAKAGE IN ONLINE ADVERTISING Channel of data leakage Legend Money DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP
  • 14. Ad server SSP Step 2. Ad server selects an SSP Step 3. SSP selects an exchange Step 7. DSP serves agency creative MARKETERS website.com Winningbid Ad server javascript SSP javascript DMP DMP DMP DMP DSP DSP DSP DSP DSP DSP javascript Ad server javascript Step 6. Exchange serves winning bid Agency ad server Winning DSP Step 1. User requests webpage Ad exchange Step 4. Exchange sends bid requests to hundreds of partners Step 5. Exchange lets some DMPs/ DSPs to refresh cookie sync This is the current process of real-time bidding that is used in online behavioural advertising. DATA LEAKAGE IN ONLINE ADVERTISING Channel of data leakage Legend Money DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP
  • 15. Ad server SSP Step 2. Ad server selects an SSP Step 3. SSP selects an exchange Step 7. DSP serves agency creative Step 8. Assets load from CDN MARKETERS website.com AD Winningbid Ad server javascript SSP javascript DMP DMP DMP DMP DSP DSP DSP DSP DSP DSP javascript Ad server javascript Step 6. Exchange serves winning bid Agency ad server Winning DSP Step 1. User requests webpage Ad exchange Channel of data leakage Legend Step 4. Exchange sends bid requests to hundreds of partners Step 5. Exchange lets some DMPs/ DSPs to refresh cookie sync CDN Money This is the current process of real-time bidding that is used in online behavioural advertising. DATA LEAKAGE IN ONLINE ADVERTISING DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP DSP
  • 16. WHAT’S IN A BID REQUEST?
  • 17. IAB OpenRTB Google Authorized Buyers
  • 18.
  • 19.
  • 20. The website this specific person is currently viewing Various ID codes that identify this specific person, and can tie them to existing profiles Distinctive characteristics of this specific person This specific person’s IP address Distinctive information about this specific person’s device Distinctive information about this specific person’s device This young woman’s GPS coordinates!
  • 21. HUNDREDS OF BILLIONS OF RTB BID REQUESTS, EVERY DAY. Index Exchange 50 billionii OpenX 60 billion+i Rubicon Project Claims to reach 1 billion people’s devicesiii PubMatic 70 billion+iv Oath/AOL 90 billionv AppNexus 131 billionvi Smaato 214 billionvii Google DoubleClick Unknown, but live on 8.4 million websites. i. “Tour IX’s Amsterdam and Frankfurt Data Centers”, Index Exchange, 2 July 2018 (URL: https:// www.indexexchange.com/tour-ix-amsterdam-frankfurt-data-centers/). ii. "OpenX Ad Exchange", OpenX (URL: https://www.openx.com/uk_en/products/ad-exchange/). iii. “Buyers”, Rubicon Project, (URL: https://rubiconproject.com/buyers/). iv. "How PubMatic Is Learning Machine Learning", PubMatic, 25 January 2019 (URL: https://pubmatic.com/ blog/learning-machine-learning/) v. "Maximize yield with Oath's publisher offerings", Oath, 3 April 2018 (URL: https://www.oath.com/insights/ maximize-yield-with-oath-s-publisher-offerings/) vi. 500 Billion / 29.6 = 18.6 billion impressions per day. Using AppNexus 1:11.5 ratio, this is 214 auctions per day. 500+ impressions figure cited in “Optimize your mobile strategy”, Smaato, (URL: https:// www.smaato.com/). vii. “Transacting at a peak of 11.4 billion daily impressions, our marketplace handles more traffic each day than Visa, Nasdaq, and the NYSE combined” at https://www.appnexus.com/sell. Note that in 2017, AppNexus said in “AppNexus Scales with DriveScale”, 2017, (URL: http://go.drivescale.com/rs/451-ESR-800/images/ DRV_Case_Study_AppNexus-final.v1.pdf) that 10.7 billion "impressions transacted" came as a result of running 123 billion auctions. The impressions transacted to auctions ratio appears to be roughly 1:11.5. Therefore, the 11.4 daily impressions reported in 2018 equates to 131 billion auctions per day. Leading RTB exchanges, daily bid request estimates
  • 24. GDPR, Article 5 (1) (f) processed in a manner that ensures appropriate security of the personal data, including protection against unauthorised or unlawful processing and against accidental loss, destruction or damage, using appropriate technical or organisational measures (‘integrity and confidentiality’).
  • 25.
  • 26.
  • 27. European privacy regulators are like ents: Terrifying, once awoken. European privacy regulators are like ents: Terrifying, once awoken.
  • 28. Personal data in bid requests • What you are reading, or watching, or listening to. • Categories of the content. • Unique pseudonymous ID. • Unique ID matched to ad buyer’s existing profile of you.* • Your location (can be your exact latitude and longitude). • Granular description of your device. • Unique tracking IDs / cookie match. • Your IP address.* • Data broker segment ID* when available. *Depending on the version of “real time bidding” system
  • 29. • What you are reading, or watching, or listening to. • Categories of the content. • Your approximate location. • General description of your device. • Your approximate IP address. • Impression ID for buyer transparency. Non-Personal data in bid requests Person is in Etterbeek in Brussels. Reading an article about Tesla motors on TechCrunch. Using Safari on a Mac.
  • 35. How RTB data leakage supports untrustworthy websites The Daily Bugle /// Step 1. User “John” visits The Daily Bugle
  • 36. How RTB data leakage supports untrustworthy websites The Daily Bugle /// Step 1. User “John” visits The Daily Bugle Step 2. Bid request broadcasts personal data about John
  • 37. How RTB data leakage supports untrustworthy websites The Daily Bugle /// Step 3. 100s of companies in the ad auction can now re-identify John as a Daily Bugle reader Step 1. User “John” visits The Daily Bugle Step 2. Bid request broadcasts personal data about John John
  • 38. Step 4. The Daily Bugle is paid €1 to show ad to John How RTB data leakage supports untrustworthy websites The Daily Bugle /// Step 3. 100s of companies in the ad auction can now re-identify John as a Daily Bugle reader Step 1. User “John” visits The Daily Bugle €1 advertisement Step 2. Bid request broadcasts personal data about John John
  • 39. Step 4. The Daily Bugle is paid €1 to show ad to John How RTB data leakage supports untrustworthy websites The Daily Bugle Step 5. Later, John visits a low quality website Step 3. 100s of companies in the ad auction can now re-identify John as a Daily Bugle reader Step 1. User “John” visits The Daily Bugle €1 advertisement De5troyTru5t.com /// Step 2. Bid request broadcasts personal data about John John
  • 40. Step 4. The Daily Bugle is paid €1 to show ad to John How RTB data leakage supports untrustworthy websites The Daily Bugle Step 5. Later, John visits a low quality website Step 6. Bid request announces John is here Step 3. 100s of companies in the ad auction can now re-identify John as a Daily Bugle reader Step 1. User “John” visits The Daily Bugle €1 advertisement De5troyTru5t.com /// Step 2. Bid request broadcasts personal data about John John
  • 41. Step 4. The Daily Bugle is paid €1 to show ad to John Step 7. De5troyTru5t.com is paid €0.01 to show ad to John How RTB data leakage supports untrustworthy websites The Daily Bugle Step 5. Later, John visits a low quality website Step 6. Bid request announces John is here Step 3. 100s of companies in the ad auction can now re-identify John as a Daily Bugle reader Step 1. User “John” visits The Daily Bugle €1 advertisement De5troyTru5t.com €0.01 advertisement /// Step 2. Bid request broadcasts personal data about John John
  • 42. Step 4. The Daily Bugle is paid €1 to show ad to John Step 7. De5troyTru5t.com is paid €0.01 to show ad to John How RTB data leakage supports untrustworthy websites The Daily Bugle Step 5. Later, John visits a low quality website Step 6. Bid request announces John is here Step 3. 100s of companies in the ad auction can now re-identify John as a Daily Bugle reader Step 1. User “John” visits The Daily Bugle €1 advertisement De5troyTru5t.com €0.01 advertisement /// Step 2. Bid request broadcasts personal data about John Worthy sites lose their unique audience, and feed a business model for the bottom of the Web. John
  • 43. The Daily Bugle Step 1. A bot masquerading as a human visits The Daily Bugle /// Fake How RTB enables to steal from publishers and advertisers. fraudsters
  • 44. The Daily Bugle Step 1. A bot masquerading as a human visits The Daily Bugle Step 2. Bid request broadcasts personal data about Bot/// Fake How RTB enables to steal from publishers and advertisers. fraudsters
  • 45. The Daily Bugle Step 3. 100s of companies in the ad auction can now re-identify Bot as a Daily Bugle reader Step 1. A bot masquerading as a human visits The Daily Bugle Step 2. Bid request broadcasts personal data about Bot Bot /// Fake How RTB enables to steal from publishers and advertisers. fraudsters
  • 46. Step 4. The Daily Bugle is paid €1 to show ad The Daily Bugle Step 3. 100s of companies in the ad auction can now re-identify Bot as a Daily Bugle reader Step 1. A bot masquerading as a human visits The Daily Bugle €1 advertisement Step 2. Bid request broadcasts personal data about Bot Bot /// Fake How RTB enables to steal from publishers and advertisers. fraudsters
  • 47. Step 4. The Daily Bugle is paid €1 to show ad The Daily Bugle Step 5. Later, an untrustworthy website buts bot traffic Step 3. 100s of companies in the ad auction can now re-identify Bot as a Daily Bugle reader Step 1. A bot masquerading as a human visits The Daily Bugle €1 advertisement De5troyTru5t.com Step 2. Bid request broadcasts personal data about Bot Bot /// Fake /// Fake How RTB enables to steal from publishers and advertisers. fraudsters
  • 48. Step 4. The Daily Bugle is paid €1 to show ad The Daily Bugle Step 5. Later, an untrustworthy website buts bot traffic Step 6. Bid request announces Bot is here Step 3. 100s of companies in the ad auction can now re-identify Bot as a Daily Bugle reader Step 1. A bot masquerading as a human visits The Daily Bugle €1 advertisement De5troyTru5t.com Step 2. Bid request broadcasts personal data about Bot Bot /// Fake /// Fake How RTB enables to steal from publishers and advertisers. fraudsters
  • 49. Step 4. The Daily Bugle is paid €1 to show ad Step 7. De5troyTru5t.com is paid €0.01 to show ad to Bot The Daily Bugle Step 5. Later, an untrustworthy website buts bot traffic Step 6. Bid request announces Bot is here Step 3. 100s of companies in the ad auction can now re-identify Bot as a Daily Bugle reader Step 1. A bot masquerading as a human visits The Daily Bugle €1 advertisement De5troyTru5t.com €0.01 advertisement Step 2. Bid request broadcasts personal data about Bot Bot /// Fake /// Fake How RTB enables to steal from publishers and advertisers. fraudsters
  • 50. Serve page Request page Request bid Request segment Request bid Cookie to SSP Deliver ad Sync Deliver segment Sync Ad request Store data “Demand side” “Supply side” $ (one or many) (10s or 100s or 1000s?) /// VisitorSiteSupply-side platform (SSP) Demand-side platform (DSP) Data management platform (DMP) Marketer Ad Exchange
  • 51. Buyer SellerDistribution Marketer $ DMP DSP Ad Exchange SSP Site MARKET OVERVIEW (NOW) PERSONAL DATA IN IAB / GOOGLE RTB Extracts 70-55% of buyer’s media budget. Unique audience commodified and arbitraged. Untrustworthy sites business model enabled. Bot fraud boosted. 70% figure from the Guardian and Rubicon case in 2017. 55% figure from “The Programmatic Supply Chain: Deconstructing the Anatomy of a Programmatic CPM”, IAB, March 2016. Victims of massive fraud.
  • 52. Buyer Seller Extracts much lower% of buyer’s media budget. Distribution Unique audience become immune to commodification and arbitrage. No opportunity for untrustworthy sites. Bot fraud reduced. Bot fraud opportunity reduced. MARKET OVERVIEW (POST-FIX) NON-PERSONAL DATA IN IAB / GOOGLE RTB Marketer $ DMP DSP Ad Exchange SSP Site
  • 54. Ring-fenced data. Each purpose for which you use my personal data requires a separate legal basis Purpose limitation As easy to withdraw as it was to give, and can be withdrawn without detriment. Consent+ = Freedom The market of users will decide when to “break up" the companies, and when to “un-break” them up. Big tech companies “cross-use” personal user data from one part of their business to prop up others. This stifles competition and innovation. But, data protection law can be an anti-trust tool…
  • 55. -GDPR, Article 5 (1) (b) (b)collected for specified, explicit and legitimate purposes and not further processed in a manner that is incompatible with those purposes; further processing for archiving purposes in the public interest, scientific or historical research purposes or statistical purposes shall, in accordance with Article 89(1), not be considered to be incompatible with the initial purposes (‘purpose limitation’);
  • 56. -GDPR, Article 7 (3) 3. The data subject shall have the right to withdraw his or her consent at any time. The withdrawal of consent shall not affect the lawfulness of processing based on consent before its withdrawal. Prior to giving consent, the data subject shall be informed thereof. It shall be as easy to withdraw as to give consent.
  • 58. 1. To display your posts on your Newsfeed 2. To display posts on tagged friends’ Newsfeeds 3. To display friends posts that tag you on your Newsfeed 4. To identify untagged people in your posts 5. To record your reaction to posts to refine future content for you, which may include ethnicity, politics, sexuality, etc…, to make our Newsfeed more relevant to you. 6. To record your reaction to posts to refine future content for you, which may include ethnicity, politics, sexuality, etc…, to make ads relevant to you. 7. To record your reaction to posts to refine future content for you, which may include ethnicity, politics, sexuality, etc…, for advertising fraud prevention. “Purposes” when you post on the Newsfeed
  • 59. Facebook is Hal 9000. Its users are Dave. Facebook is Hal 9000. Its users are Dave.