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An	
  Introduc+on	
  to	
  the	
  WSO2	
  
Analy+cs	
  Pla7orm	
  
Sriskandarajah	
  Suhothayan	
  (Suho)	
  
Technical	
  Lead	
  
WSO2	
  
	
  
Why	
  Analy)cs?	
  	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
Why	
  Analy)cs?	
  	
  
Reduce	
  cost	
  and	
  increase	
  revenue	
  	
  
Improve	
  customer	
  sa)sfac)on	
  	
  
Improve	
  process	
  efficiency	
  	
  
Track	
  progress	
  over	
  +me	
  	
  	
  
Act	
  immediately	
  	
  
Predict	
  future	
  opportuni+es	
  and	
  threats	
  
...	
  	
  
	
  
	
  
	
  
WSO2	
  Data	
  Analy)cs	
  PlaAorm	
  
Collect	
  Data	
  
Collec)ng	
  Data	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
*	
  Supports	
  custom	
  event	
  receivers	
  via	
  its	
  pluggable	
  architecture!	
  
	
  
Store	
  Data	
  
Data	
  Abstrac)on	
  Layer	
  enabling	
  pluggable	
  data	
  
connectors	
  
● Cassandra	
  
● RDBMS	
  
● HBase	
  
● …	
  
	
  
With	
  a	
  common	
  API	
  	
  
Analysing	
  	
  
Interac)ve	
  Analy)cs	
  
What	
  has	
  happened	
  &	
  Why	
  ?	
  
	
  
●  On	
  demand	
  analysis	
  of	
  data	
  
○  Full	
  text	
  search	
  support	
  	
  
●  Selec+ve	
  deep	
  analysis	
  
○  Drill	
  down	
  search	
  
●  Distributed	
  data	
  indexing.	
  
●  Near	
  real	
  )me	
  data	
  indexing	
  and	
  retrieval	
  
message: “Error” AND
date: [2015-11-01 TO
2015-11-03]
Batch	
  Analy)cs	
  
Summarize	
  &	
  Tack	
  progress	
  over	
  )me	
  …	
  	
  
	
  
●  Powered	
  by	
  Apache	
  Spark	
  	
  
○  Up	
  to	
  30x	
  higher	
  performance	
  than	
  Hadoop	
  
●  Op+mized	
  in-­‐memory	
  processing	
  
●  Spark	
  SQL	
  SQL-­‐like	
  query	
  language	
  
●  Schedulable	
  Scripts	
  	
  
○  Simple	
  Configs	
  &	
  Cron	
  Expressions	
  
	
  
Real)me	
  Analy)cs	
  
Detect	
  and	
  act	
  immediately	
  …	
  	
  
	
  
● Streaming	
  Complex	
  Event	
  Processing	
  
○  Uses	
  WSO2	
  Siddhi	
  engine	
  	
  
○  Process	
  more	
  than	
  100k	
  Events/Sec	
  	
  
● SiddhiQL	
  SQL-­‐like	
  Query	
  Language	
  
● Extension	
  Support	
  (Geo,	
  NLP,	
  Math,	
  String,	
  Regex,	
  …	
  )	
  
● Distributed	
  Processing	
  with	
  Apache	
  Storm	
  
Siddhi
Predic)ve	
  Analy)cs	
  
Predict	
  future	
  &	
  act	
  upon	
  it	
  !	
  
	
  
● Explore	
  and	
  build	
  models	
  	
  
○  Via	
  Spark	
  MlLib	
  &	
  R	
  (from	
  WSO2	
  ML	
  1.1)	
  
○  Export	
  as	
  PMML	
  (from	
  WSO2	
  ML	
  1.1)	
  	
  
● Run	
  models	
  with	
  CEP,	
  DAS	
  and	
  ESB.	
  	
  
●  Run	
  R	
  Scripts,	
  Regression	
  and	
  Anomaly	
  
Detec+on	
  on	
  real+me	
  
● Deep	
  learning	
  &	
  NLP	
  (In	
  roadmap)	
  	
  
Machine	
  Learner	
  	
  
Communicate	
  
Visualizing	
  Results	
  
Overall	
  idea	
  of	
  what's	
  going	
  on	
  …	
  
	
  
● Dashboard	
  using	
  
○  Google	
  Gadget	
  	
  
○  HTML5	
  +	
  javascripts	
  
● Support	
  custom	
  gadgets	
  and	
  
dashboards	
  
● Gadget	
  genera)on	
  with	
  
○  D3	
  and	
  Vega	
  
	
  
Gadget	
  Genera)on	
  Tool	
  	
  
Customize	
  with	
  few	
  clicks	
  …	
  
	
  
●  Support	
  real)me	
  and	
  
stored	
  data	
  visualiza)on	
  
How ?
Start with data in tabular format
Select chart type (Bar, Line, Map, ...)
Map columns to dimensions (X Y, color, point size, … )
Also do drill downs
Communica)ng	
  Results	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
*	
  Supports	
  custom	
  event	
  publishers	
  via	
  its	
  pluggable	
  architecture!	
  
Beyond	
  Boundaries	
  
●  Expose	
  analy+cs	
  results	
  	
  
as	
  API	
  
○  Mobile	
  Apps,	
  Third	
  Party	
  	
  
●  Provides	
  	
  
○  Security,	
  Billing,	
  	
  
○  Thro`ling,	
  Quotas	
  &	
  SLA	
  
●  How	
  ?	
  	
  
○  Write	
  data	
  to	
  database	
  from	
  DAS	
  	
  
○  Build	
  Services	
  via	
  WSO2	
  Data	
  Services	
  Server	
  or	
  use	
  Analy)cs	
  REST	
  API	
  
○  Expose	
  them	
  as	
  APIs	
  via	
  WSO2	
  API	
  Manager	
  	
  
Developer	
  Tools	
  &	
  Deployment	
  	
  
Developer	
  Tools	
  
● Event	
  Flow	
  	
  
	
  
Developer	
  Tools	
  ...	
  
● Event	
  Flow	
  	
  
● Event	
  Tracing	
  	
  
	
  
Developer	
  Tools	
  ...	
  
● Event	
  Flow	
  	
  
● Event	
  Tracing	
  
● Event	
  Sta+s+cs	
  	
  
	
  
Developer	
  Tools	
  ...	
  
● Event	
  Flow	
  	
  
● Event	
  Tracing	
  
● Event	
  Sta+s+cs	
  
● Siddhi	
  Try	
  It	
  	
  	
  
	
  
Developer	
  Tools	
  ...	
  
● Event	
  Flow	
  	
  
● Event	
  Tracing	
  
● Event	
  Sta+s+cs	
  
● Siddhi	
  Try	
  It	
  	
  
● Event	
  Simulator	
  	
  
	
  
Developer	
  Tools	
  ...	
  
● Event	
  Flow	
  	
  
● Event	
  Tracing	
  
● Event	
  Sta+s+cs	
  
● Siddhi	
  Try	
  It	
  	
  
● Event	
  Simulator	
  
● Spark	
  Console	
  	
  
	
  
Developer	
  Tools	
  ...	
  
● Event	
  Flow	
  	
  
● Event	
  Tracing	
  
● Event	
  Sta+s+cs	
  
● Siddhi	
  Try	
  It	
  	
  
● Event	
  Simulator	
  
● Spark	
  Console	
  	
  
● Data	
  Explorer	
  
	
  
	
  
Developer	
  Tools	
  ...	
  
● Event	
  Flow	
  	
  
● Event	
  Tracing	
  
● Event	
  Sta+s+cs	
  
● Siddhi	
  Try	
  It	
  	
  
● Event	
  Simulator	
  
● Spark	
  Console	
  	
  
● Data	
  Explorer	
  
● Analy+cs	
  Tooling	
  
	
  
● One	
  Analy)cs	
  Archive	
  format	
  for	
  all	
  analy+cs	
  
○  Based	
  to	
  Carbon	
  Archive	
  
	
  
● Minimum	
  HA	
  Deployment	
  (2	
  Nodes)	
  
● Fully	
  Distributed	
  Deployment	
  (8+	
  Nodes)	
  
● Real)me	
  Distributed	
  Deployment	
  	
  
○  Siddhi	
  runs	
  on	
  top	
  of	
  Apache	
  Storm	
  
Deployment	
  	
  
Solu)ons	
  
Solu)ons	
  
●  Fraud	
  Detec)on	
  	
  
○  Alerts	
  for	
  known	
  and	
  
unknown	
  frauds	
  	
  
○  Deep	
  Search	
  Analy+cs	
  
○  h`ps://goo.gl/TWV5C1	
  
●  IoT	
  Analy)cs	
  (WIP)	
  
○  With	
  configurable	
  Aler+ng	
  &	
  
Monitoring	
  capabili+es.	
  
●  Log	
  Analy)cs	
  (WIP)	
  
●  Analy)cs	
  for	
  Products	
  (WIP)	
  
○  Each	
  WSO2	
  Product	
  will	
  have	
  
analy+cs	
  of	
  its	
  own	
  kind.	
  	
  
	
  
Custom	
  Solu)ons	
  	
  
UI	
  to	
  configure	
  predefined	
  
analysis	
  with	
  Execu+on	
  Manager.	
  	
  
Good	
  for	
  Business	
  Users	
  
	
  
	
  
	
  
Use	
  Cases	
  &	
  Case	
  studies	
  
Use	
  Cases	
  	
  
●  Smart	
  Parking	
  solu+ons	
  	
  
●  Health	
  &	
  Financial	
  Monitoring	
  	
  
●  Smart	
  City	
  project,	
  Vehicle	
  tracking,	
  
Building	
  monitoring	
  	
  
●  Railway	
  monitoring	
  	
  
●  Thro`ling	
  and	
  Anomaly	
  Detec+on	
  	
  
●  API	
  Analy+cs	
  	
  
●  Connected	
  Car	
  	
  
	
  
Case	
  Studies	
  	
  
● Real+me	
  Soccer	
  Analy+cs	
  (DEBS	
  2013)	
  
○  h`ps://goo.gl/c2gPrQ	
  
●  TFL	
  Traffic	
  Analysis	
  
○  Using	
  Transport	
  for	
  London	
  open	
  data	
  feeds.	
  	
  
○  h`p://goo.gl/04tX6k,	
  h`p://goo.gl/9xNiCm	
  
● Smart	
  Meters	
  (DEBS	
  2014)	
  
○  Using	
  smart	
  home	
  electricity	
  data	
  :	
  2000	
  
sensors,	
  40	
  houses,	
  4	
  Billion	
  events	
  
○  Processes	
  400K	
  events/sec,	
  one	
  of	
  the	
  four	
  
finalists	
  at	
  DEBS	
  2014	
  
How	
  to	
  get	
  started	
  ?	
  
How	
  to	
  get	
  started	
  ?	
  
● 	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  (WSO2	
  DAS)	
  3.0	
  
○  Combines	
  all	
  types	
  of	
  analy+cs.	
  
	
  
● 	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  (WSO2	
  CEP)	
  4.0	
  	
  
○  For	
  who	
  need	
  to	
  analyze	
  real)me	
  event	
  streaming.	
  
	
  
● 	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  (WSO2	
  ML)	
  1.0	
  
○  For	
  building	
  Predic)ve	
  Models	
  	
  
	
  
hAp://wso2.com/analyIcs	
  
	
  
WSO2	
  DAS	
  vs	
  WSO2	
  BAM	
  
What's	
  New	
  ?	
  	
  
● Interac+ve	
  &	
  predic+ve	
  analy+cs	
  	
  
● Data	
  Abstrac+on	
  Layer	
  suppor+ng	
  	
  
○  RDBMS,	
  Cassandra,	
  HBase	
  
● Improved	
  performance	
  with	
  Spark	
  &	
  Siddhi	
  
● Be`er	
  Dashboard	
  
● Distributed	
  Real+me	
  Processing	
  
● Simple	
  deployment	
  model	
  
● ...	
  
	
  
“The price of light is less than the cost of darkness”
~ Arthur C. Nielsen, Market Researcher & Founder of ACNielsen
Thank	
  You	
  

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WSO2Con USA 2015: An Introduction to the WSO2 Analytics Platform

  • 1. An  Introduc+on  to  the  WSO2   Analy+cs  Pla7orm   Sriskandarajah  Suhothayan  (Suho)   Technical  Lead   WSO2    
  • 2. Why  Analy)cs?                  
  • 3. Why  Analy)cs?     Reduce  cost  and  increase  revenue     Improve  customer  sa)sfac)on     Improve  process  efficiency     Track  progress  over  +me       Act  immediately     Predict  future  opportuni+es  and  threats   ...          
  • 4. WSO2  Data  Analy)cs  PlaAorm  
  • 6. Collec)ng  Data                                       *  Supports  custom  event  receivers  via  its  pluggable  architecture!    
  • 7. Store  Data   Data  Abstrac)on  Layer  enabling  pluggable  data   connectors   ● Cassandra   ● RDBMS   ● HBase   ● …     With  a  common  API    
  • 9. Interac)ve  Analy)cs   What  has  happened  &  Why  ?     ●  On  demand  analysis  of  data   ○  Full  text  search  support     ●  Selec+ve  deep  analysis   ○  Drill  down  search   ●  Distributed  data  indexing.   ●  Near  real  )me  data  indexing  and  retrieval   message: “Error” AND date: [2015-11-01 TO 2015-11-03]
  • 10. Batch  Analy)cs   Summarize  &  Tack  progress  over  )me  …       ●  Powered  by  Apache  Spark     ○  Up  to  30x  higher  performance  than  Hadoop   ●  Op+mized  in-­‐memory  processing   ●  Spark  SQL  SQL-­‐like  query  language   ●  Schedulable  Scripts     ○  Simple  Configs  &  Cron  Expressions    
  • 11. Real)me  Analy)cs   Detect  and  act  immediately  …       ● Streaming  Complex  Event  Processing   ○  Uses  WSO2  Siddhi  engine     ○  Process  more  than  100k  Events/Sec     ● SiddhiQL  SQL-­‐like  Query  Language   ● Extension  Support  (Geo,  NLP,  Math,  String,  Regex,  …  )   ● Distributed  Processing  with  Apache  Storm   Siddhi
  • 12. Predic)ve  Analy)cs   Predict  future  &  act  upon  it  !     ● Explore  and  build  models     ○  Via  Spark  MlLib  &  R  (from  WSO2  ML  1.1)   ○  Export  as  PMML  (from  WSO2  ML  1.1)     ● Run  models  with  CEP,  DAS  and  ESB.     ●  Run  R  Scripts,  Regression  and  Anomaly   Detec+on  on  real+me   ● Deep  learning  &  NLP  (In  roadmap)    
  • 15. Visualizing  Results   Overall  idea  of  what's  going  on  …     ● Dashboard  using   ○  Google  Gadget     ○  HTML5  +  javascripts   ● Support  custom  gadgets  and   dashboards   ● Gadget  genera)on  with   ○  D3  and  Vega    
  • 16. Gadget  Genera)on  Tool     Customize  with  few  clicks  …     ●  Support  real)me  and   stored  data  visualiza)on   How ? Start with data in tabular format Select chart type (Bar, Line, Map, ...) Map columns to dimensions (X Y, color, point size, … ) Also do drill downs
  • 17. Communica)ng  Results                                       *  Supports  custom  event  publishers  via  its  pluggable  architecture!  
  • 18. Beyond  Boundaries   ●  Expose  analy+cs  results     as  API   ○  Mobile  Apps,  Third  Party     ●  Provides     ○  Security,  Billing,     ○  Thro`ling,  Quotas  &  SLA   ●  How  ?     ○  Write  data  to  database  from  DAS     ○  Build  Services  via  WSO2  Data  Services  Server  or  use  Analy)cs  REST  API   ○  Expose  them  as  APIs  via  WSO2  API  Manager    
  • 19. Developer  Tools  &  Deployment    
  • 21. Developer  Tools  ...   ● Event  Flow     ● Event  Tracing      
  • 22. Developer  Tools  ...   ● Event  Flow     ● Event  Tracing   ● Event  Sta+s+cs      
  • 23. Developer  Tools  ...   ● Event  Flow     ● Event  Tracing   ● Event  Sta+s+cs   ● Siddhi  Try  It        
  • 24. Developer  Tools  ...   ● Event  Flow     ● Event  Tracing   ● Event  Sta+s+cs   ● Siddhi  Try  It     ● Event  Simulator      
  • 25. Developer  Tools  ...   ● Event  Flow     ● Event  Tracing   ● Event  Sta+s+cs   ● Siddhi  Try  It     ● Event  Simulator   ● Spark  Console      
  • 26. Developer  Tools  ...   ● Event  Flow     ● Event  Tracing   ● Event  Sta+s+cs   ● Siddhi  Try  It     ● Event  Simulator   ● Spark  Console     ● Data  Explorer      
  • 27. Developer  Tools  ...   ● Event  Flow     ● Event  Tracing   ● Event  Sta+s+cs   ● Siddhi  Try  It     ● Event  Simulator   ● Spark  Console     ● Data  Explorer   ● Analy+cs  Tooling    
  • 28. ● One  Analy)cs  Archive  format  for  all  analy+cs   ○  Based  to  Carbon  Archive     ● Minimum  HA  Deployment  (2  Nodes)   ● Fully  Distributed  Deployment  (8+  Nodes)   ● Real)me  Distributed  Deployment     ○  Siddhi  runs  on  top  of  Apache  Storm   Deployment    
  • 30. Solu)ons   ●  Fraud  Detec)on     ○  Alerts  for  known  and   unknown  frauds     ○  Deep  Search  Analy+cs   ○  h`ps://goo.gl/TWV5C1   ●  IoT  Analy)cs  (WIP)   ○  With  configurable  Aler+ng  &   Monitoring  capabili+es.   ●  Log  Analy)cs  (WIP)   ●  Analy)cs  for  Products  (WIP)   ○  Each  WSO2  Product  will  have   analy+cs  of  its  own  kind.      
  • 31. Custom  Solu)ons     UI  to  configure  predefined   analysis  with  Execu+on  Manager.     Good  for  Business  Users        
  • 32. Use  Cases  &  Case  studies  
  • 33. Use  Cases     ●  Smart  Parking  solu+ons     ●  Health  &  Financial  Monitoring     ●  Smart  City  project,  Vehicle  tracking,   Building  monitoring     ●  Railway  monitoring     ●  Thro`ling  and  Anomaly  Detec+on     ●  API  Analy+cs     ●  Connected  Car      
  • 34. Case  Studies     ● Real+me  Soccer  Analy+cs  (DEBS  2013)   ○  h`ps://goo.gl/c2gPrQ   ●  TFL  Traffic  Analysis   ○  Using  Transport  for  London  open  data  feeds.     ○  h`p://goo.gl/04tX6k,  h`p://goo.gl/9xNiCm   ● Smart  Meters  (DEBS  2014)   ○  Using  smart  home  electricity  data  :  2000   sensors,  40  houses,  4  Billion  events   ○  Processes  400K  events/sec,  one  of  the  four   finalists  at  DEBS  2014  
  • 35. How  to  get  started  ?  
  • 36. How  to  get  started  ?   ●                                                               (WSO2  DAS)  3.0   ○  Combines  all  types  of  analy+cs.     ●                                                             (WSO2  CEP)  4.0     ○  For  who  need  to  analyze  real)me  event  streaming.     ●                                                                 (WSO2  ML)  1.0   ○  For  building  Predic)ve  Models       hAp://wso2.com/analyIcs    
  • 37. WSO2  DAS  vs  WSO2  BAM   What's  New  ?     ● Interac+ve  &  predic+ve  analy+cs     ● Data  Abstrac+on  Layer  suppor+ng     ○  RDBMS,  Cassandra,  HBase   ● Improved  performance  with  Spark  &  Siddhi   ● Be`er  Dashboard   ● Distributed  Real+me  Processing   ● Simple  deployment  model   ● ...    
  • 38. “The price of light is less than the cost of darkness” ~ Arthur C. Nielsen, Market Researcher & Founder of ACNielsen