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!
!
!
CloudCon, Tuesday, October 2nd, 11am
Every Second – in over thousands of Categories
www.wallpapertimes.com
$’s per year in incremental revenue
Value > Cost
Big
Detail
structured
incremental storage
processing
change
Volume
Variety Velocity
DATA
semi-structured
un-structured
Data Warehouse +
Behavioral
Data Warehouse
Semi-Structured
SQL++
Structured
SQL
Low End Enterprise-class System
Contextual-Complex Analytics
Deep, Seasonal, Consumable Data Sets
Production Data Warehousing
Large Concurrent User-base
Enterprise-class System
Unstructured
Java/C++/Pig/Hive
Structure the Unstructured
Detect Patterns
Commodity Hardware System
8+PB 60+PB 40+PB
Hadoop
Analyze & Report
Discover & Explore
!   Data Growing Faster
10
questions later
structure later
(<$0.04/GB, <$80/2TB)
single HDFS instances >50PB
Value > Cost
Data
Designing for the Unknown
>85% of analytical workload is NEW & Unknown
The metrics you know are cheap
The metrics you don’t know are expensive – but high in potential ROI
Exploration & Testing are core pillars of an analytics-driven
organization
•  Impact
!"#$ %$& '()*+,"-+ .-)/01$2& 3-#$
4! 5"*2"$, 5"*2&
4! 6*77"$, 6*77&
4! 82*+6$22"$, 82*+6$22&
4! 9-77"+7 9-7
4! :",;"+7/,#"8<$2 :",;/,#"8<$2,
4% )*+$=, )*+$=="+7
4% )2-#$8#"-+ )2-#$8#$2
4% ="+"+7 ="+$5
4% *+">*#"-+ *+">*#$5
4% #218<, #218<"+7
4% $57"+7 $57$,
4% +$#, +$##"+7
!"#$ %$& '()*+,"-+ .-)/01$2& 3-#$
4! 5"*2"$, 5"*2& 6*7)"2$/5"*2"$,
4! 8*99"$, 8*99& )*#*9-+"*/8*99"$, 9--5/:-2/)*#*9-+"*/8*99&;/+-#/9--5/*<-+$
4! =2*+8$22"$, =2*+8$22& #>$/=2*+8$22"$,
4! ?-99"+9 ?-9 ?-99"+9/,#2-<<$2
4! :",>"+9/,#"=@$2 :",>/,#"=@$2, :",>"+9/,#"=@$2 ,)-2#,/6,A/@"5,/2--7,
4% )*+$<, )*+$<<"+9 :$+=$/)*+$<,
4% )2-#$=#"-+ )2-#$=#$2 7=*:$$/#-#*</)2-#$=#"-+/BCDB ,=2$$+/)2-#$=#$2/",/#-)/4!/E1$2&
4% <"+"+9 <"+$5 )"+@/<"+"+9/=>*+9"+9/8*9
4% *+"7*#"-+ *+"7*#$5 *+"7*#"-+/=$<
4% #21=@, #21=@"+9 =-29"/#21=@,
4% $59"+9 $59$, 9*25$+/$59"+9
4% +$#, +$##"+9 )12,$/+$#,
www.wallpapertimes.com
$’s per year in incremental revenue
Value > Cost
Toys and Hobbies
ATC > Artist trading card in ART
ATC > Automatic Tool Change in Business and Industrial
German Compound Words
•  German compound words can be arbitrarily created and extremely long
Adidastrainingsanzug (Adidas track suit)
Rindfleischetikettierungsüberwachungsaufgabenübertragungsgesetz
(beef labeling regulation & delegation of supervision law)
•  Syntactically, words can be combined and split in many ways.
•  Some words shouldn’t be de-compounded.
beiden (both) – bei(at) den(the)
•  Too many candidates for
Granitpflastersteine (granite paving stones)
Granit(granite) pflastersteine(cobblestones)
Granit(granite) pflaster(paving/band-aid) steine(stones)
•  Binding characters
Hochzeitsschuhe (grammatically correct, 593 hits on ebay.de)
Hochzeitschuhe (129 hits on ebay.de).
Synonyms	
  derived	
  from	
  top	
  queries	
  in	
  item	
  query	
  clusters	
  
texas	
  instruments	
  ba	
  ii	
  plus	
   /	
  ba	
  ii	
  plus	
  
brighton	
  handbag	
   brighton	
  purse	
  
lenovo	
  x200	
   thinkpad	
  x200	
  
king	
  bedspread	
   king	
  coverlet	
  
rockabilly	
  dress	
   swing	
  dress	
  
1963	
  ford	
  falcon	
   63	
  falcon	
  
jessica	
  simpson	
  hair	
  extensions	
   jessica	
  simpson	
  hairdo	
  
	
  
Abbrevia7ons/acronym	
  derived	
  from	
  query	
  transi7ons	
  
stanford	
  ky	
   stanford	
  kentucky	
  
dc	
  sub	
   dc	
  subwoofer	
  
snowboard	
  helmet	
  l	
   snowboard	
  helmet	
  large	
  
motorcycle	
  cam	
   motorcycle	
  camera	
  
diamond	
  amp	
   diamond	
  amplifier	
  
The New Alchemy: Turning Data into Gold By Brian Johnson Engineering Director, eBay

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The New Alchemy: Turning Data into Gold By Brian Johnson Engineering Director, eBay

  • 2. Every Second – in over thousands of Categories
  • 3. www.wallpapertimes.com $’s per year in incremental revenue Value > Cost
  • 4. Big
  • 7. Data Warehouse + Behavioral Data Warehouse Semi-Structured SQL++ Structured SQL Low End Enterprise-class System Contextual-Complex Analytics Deep, Seasonal, Consumable Data Sets Production Data Warehousing Large Concurrent User-base Enterprise-class System Unstructured Java/C++/Pig/Hive Structure the Unstructured Detect Patterns Commodity Hardware System 8+PB 60+PB 40+PB Hadoop Analyze & Report Discover & Explore
  • 8. !   Data Growing Faster
  • 9.
  • 10. 10 questions later structure later (<$0.04/GB, <$80/2TB) single HDFS instances >50PB Value > Cost Data
  • 11. Designing for the Unknown >85% of analytical workload is NEW & Unknown The metrics you know are cheap The metrics you don’t know are expensive – but high in potential ROI Exploration & Testing are core pillars of an analytics-driven organization
  • 13.
  • 14. !"#$ %$& '()*+,"-+ .-)/01$2& 3-#$ 4! 5"*2"$, 5"*2& 4! 6*77"$, 6*77& 4! 82*+6$22"$, 82*+6$22& 4! 9-77"+7 9-7 4! :",;"+7/,#"8<$2 :",;/,#"8<$2, 4% )*+$=, )*+$=="+7 4% )2-#$8#"-+ )2-#$8#$2 4% ="+"+7 ="+$5 4% *+">*#"-+ *+">*#$5 4% #218<, #218<"+7 4% $57"+7 $57$, 4% +$#, +$##"+7
  •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
  • 16.
  • 17.
  • 18. www.wallpapertimes.com $’s per year in incremental revenue Value > Cost
  • 19.
  • 20.
  • 21. Toys and Hobbies ATC > Artist trading card in ART ATC > Automatic Tool Change in Business and Industrial
  • 22. German Compound Words •  German compound words can be arbitrarily created and extremely long Adidastrainingsanzug (Adidas track suit) Rindfleischetikettierungsüberwachungsaufgabenübertragungsgesetz (beef labeling regulation & delegation of supervision law) •  Syntactically, words can be combined and split in many ways. •  Some words shouldn’t be de-compounded. beiden (both) – bei(at) den(the) •  Too many candidates for Granitpflastersteine (granite paving stones) Granit(granite) pflastersteine(cobblestones) Granit(granite) pflaster(paving/band-aid) steine(stones) •  Binding characters Hochzeitsschuhe (grammatically correct, 593 hits on ebay.de) Hochzeitschuhe (129 hits on ebay.de).
  • 23. Synonyms  derived  from  top  queries  in  item  query  clusters   texas  instruments  ba  ii  plus   /  ba  ii  plus   brighton  handbag   brighton  purse   lenovo  x200   thinkpad  x200   king  bedspread   king  coverlet   rockabilly  dress   swing  dress   1963  ford  falcon   63  falcon   jessica  simpson  hair  extensions   jessica  simpson  hairdo     Abbrevia7ons/acronym  derived  from  query  transi7ons   stanford  ky   stanford  kentucky   dc  sub   dc  subwoofer   snowboard  helmet  l   snowboard  helmet  large   motorcycle  cam   motorcycle  camera   diamond  amp   diamond  amplifier