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cleverdata.ru | info@cleverdata.ru 
Digital Intelligence 
via splunk> 
Dmitry Anoshin
Digital Intelligence 
Traditional web analytics techniques were not designed for the breadth of 
channels, devices, and speed that fuels today's digital interactions. It is 
fundamentally inadequate to accommodate emerging channels, sophisticated 
consumers, technical challenges, and the democratization of analytics within 
data-driven enterprises. Because subpar analytics puts customer relationships at 
risk, Forrester has redefined the modern practice of web analytics as "digital 
intelligence." 
cleverdata.ru | info@cleverdata.ru
Some of popular tools 
cleverdata.ru | info@cleverdata.ru 
Adobe Site 
Catalyst 
Google 
Analytics 
IBM Digital 
Analytics 
WebTrends 
Splunk> Piwik 
«GA has more presence than all 
other vendors combined»
Old paradigm of Web Analytics 
Clickstream 
Insight 
cleverdata.ru | info@cleverdata.ru 
Clickstream data is great at the what, but 
not why 
• What pages did people view on our 
website? 
• What product did people purchase? 
• What was the average time spent? 
• What source did they come from? 
• What keywords or campaigns 
produced clicks? 
• What this, and what that, and what 
not?
cleverdata.ru | info@cleverdata.ru 
Valuable Tools for Tracking 
• Visits 
• Top site content 
• Web browser statistics 
• Customer activity 
• Referring links 
• Search keywords 
• Path navigation 
Traditional Solutions for Digital Analytics
But the Business Requires Deeper Intelligence 
cleverdata.ru | info@cleverdata.ru 
What other parts 
of the organization 
interacted with this 
customer? 
We’re only looking 
at website traffic. 
I need to see data 
in real-time. 
Sorry, our system is 
batch. 
We need to create 
detailed customer 
profiles. 
We only track 
aggregate statistics.
Web Intelligence: Challenges & Trends 
Existing Solutions - Challenges Emerging Trends 
cleverdata.ru | info@cleverdata.ru 
• Batch processing for clickstream data 
• Incremental cost to get raw data 
• Point solutions that focus on solving 
only clickstream analysis 
• Difficult to configure and maintain 
analytics tagging for websites 
• Inability to conduct advanced 
analytics in web analytics solutions 
• Increasing need for real-time access to 
data 
• Correlating clickstream data with 
other data sources 
• High value data exported to Big Data 
solutions (Hadoop, Cassandra etc.) for 
advanced analytics 
• Need for access to raw data for 
customer analytics
What? 
How 
much? 
Why? 
What 
else? 
Gold! 
The updated paradigm of Digital Intelligence 
cleverdata.ru | info@cleverdata.ru 
Clickstream 
Multiple Outcome 
Analyses 
Experimentation 
And Testing 
Voice of 
Customer 
Competitive 
Intelligence 
Insight 
How reliable: IT Operations 
• Deployment, operations, maintenance, tuning 
and repair web-based applications 
What: Clickstream 
• Foundational data 
• Analyze Visits, Visitors, Time on Site, Page 
Views, Bounce Rate, Sources and more 
How much: Multiple Outcome Analyses 
• Increase Revenue 
• Reduce Cost 
• Improve customer satisfaction/loyalty 
The Why: Experimentation and Testing 
• “Experiment or die” 
The Why: Voice of Customer 
• Surveys, usability testing 
What Else: Competitive Intelligence 
• Compare your performance vs. others 
IT Operations 
How 
Reliable?
Data Collection Mechanism 
cleverdata.ru | info@cleverdata.ru 
Web logs (web server 
logs web entities) 
Web Beacons (A 1x1 pixel 
image, sends page view 
data to the third party 
server, which in turn 
sends image with code 
back to the browser to 
read cookies and capture 
more data) 
Javascript tags (Javascript 
code executes as the 
requested page loads, 
sends data to web server) 
Packet sniffing 
(Software/Hardware 
before Web Server that 
captures web data and 
sends to the server)
Log file analysis vs. Page-tagging analysis 
cleverdata.ru | info@cleverdata.ru 
Pros Cons 
Log file 
analysis 
• Access to server-side information (404 pages, 500 
errors, time taken, etc.) 
• Every resource is counted (images, RSS feeds, etc.) 
• Bandwidth information is available 
• Provides the most accurate view of what is actually 
happening on the Web server. 
• Visits by automated bots are tracked, which can 
reveal security problems or hack attempts, as well 
as search engine spider activity. 
• Not as good at counting “live” users that may visit the 
website via proxies 
• No intrinsic ability to report on browser-side data (resolution, 
number of colors, etc.) 
Page-tagging 
analysis 
• More accurate “live” visitor count (for webpages 
only), if all pages are tagged correctly 
• Access to browser-side data 
• Anti-spyware software and security software now block 
JavaScript callback methods, leading to untracked users 
• No server-side information about the website can be 
collected 
• Requires more maintenance to get the site set up for 
analytics 
• No method for tracking items like downloads or RSS traffic 
• No information is stored on the server 
• No way to detect abusers/hack attempts 
• No access to historical data. Statistics start on the date the 
tracking code was implemented; data prior to that date is 
unavailable
Product 
Analytics 
Marketing 
Analytics 
cleverdata.r 1 u | info@cleverdata.ru 
Business 
Performance 
Analytics 
Digital Analytics Types 
Actionable Insights 
Improved User Exp
•Multi channel 
analysis 
• Create detail 
customer profiles 
cleverdata.ru | info@cleverdata.ru 
• Easy correlation 
with IT data 
• Improve site 
performance 
• Integration of large 
disparate data 
•No lag in reporting 
• Segmentation on fly 
• Historical trending 
Adhoc 
Analysis 
3rd Party 
data 
Integration 
360 degree 
Customer 
View 
Operational 
Efficiency 
Evolving Digital Analytics Landscape
Splunk Turns Machine Data into Digital Intelligence 
cleverdata.ru | info@cleverdata.ru 
Customer 
Facing Data 
Outside the 
Datacenter 
Applications 
Web logs 
Log4J, JMS, JMX 
.NET events 
Code and scripts 
Networking 
Configurations 
syslog 
SNMP 
netflow 
Databases 
Configurations 
Audit/query 
logs 
Tables 
Schemas 
Virtualization 
& Cloud 
Hypervisor 
Guest OS, Apps 
Cloud 
Linux/Unix 
Configuration 
s 
syslog 
File system 
ps, iostat, top 
Windows 
Registry 
Event logs 
File system 
sysinternals 
Logfiles Configs Messages Traps 
Alerts 
Metrics Scripts Changes Tickets 
Click-stream data 
Shopping cart data 
Online transaction data 
Manufacturing, 
logistics… 
CDRs & IPDRs 
Power consumption 
RFID data 
GPS data
Splunk Digital Intelligence Components 
Mobile Analytics Social Media Analytics 
cleverdata.ru | info@cleverdata.ru 
Customer/Prodyct 
(Web) Anlytics 
BigData Analytics
Alerting and Monitoring 
cleverdata.ru | info@cleverdata.ru 
Alerts are just short messages or notifications that help 
individuals keep informed about certain things that have 
happened or potentially will happen: 
• Significant change in the traffic patterns on your site 
• Traffic reaches a specific threshold you specify 
• Hardware/Software critical errors 
• Product sales or failed logins
Before Splunk State 
cleverdata.ru | info@cleverdata.ru 
Customer Challenges 
• Difficult to integrate and correlate data 
from digital channels (web, mobile, 
social) 
• Traditional databases unable to 
combine digital data with other data sets 
(IT, point of sale, telecom) 
• No/Limited drill-down capabilities into 
original data and segmentation of data 
• No ad-hoc capability on clickstream data 
Business/IT Consequences 
• Traditional Web Analytics tool provide 
analytics on either server or client side 
data – no single view to correlate data. 
• Very difficult to answer the “Why” 
behind the variance in trends 
• Unable to show real value in helping 
make key business decisions
After Splunk State 
cleverdata.ru | info@cleverdata.ru 
Future Vision 
• Easy correlation and integration of digital 
data for complete customer interaction 
• Deep insight into customer activities and 
patterns 
• Unique insights from combination of client 
and server side data for websites 
• Ad-hoc capability on clickstream data 
• All relevant data in its original format 
• Available for full drill-down 
Business Outcomes 
• Comprehensive view of customer 
interaction for user experience 
optimization for web & mobile 
• Higher productivity and fewer escalations 
save money 
• Better visibility leads to better decisions
> Capture data from client, servers and mobile applications 
> Real-time insights into customer behavior and product analytics 
> Segmentation on the fly 
> Optimize website user experience 
> Understand what marketing initiatives are effective and what content is 
cleverdata.ru | info@cleverdata.ru 
most compelling for website visitors. 
> Combine & Correlate across digital channels and with IT data 
> Ability to drilldown to individual visitors/customers 
Summary
cleverdata.ru | info@cleverdata.ru 
splunk> demo

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Splunk Digital Intelligence

  • 1. cleverdata.ru | info@cleverdata.ru Digital Intelligence via splunk> Dmitry Anoshin
  • 2. Digital Intelligence Traditional web analytics techniques were not designed for the breadth of channels, devices, and speed that fuels today's digital interactions. It is fundamentally inadequate to accommodate emerging channels, sophisticated consumers, technical challenges, and the democratization of analytics within data-driven enterprises. Because subpar analytics puts customer relationships at risk, Forrester has redefined the modern practice of web analytics as "digital intelligence." cleverdata.ru | info@cleverdata.ru
  • 3. Some of popular tools cleverdata.ru | info@cleverdata.ru Adobe Site Catalyst Google Analytics IBM Digital Analytics WebTrends Splunk> Piwik «GA has more presence than all other vendors combined»
  • 4. Old paradigm of Web Analytics Clickstream Insight cleverdata.ru | info@cleverdata.ru Clickstream data is great at the what, but not why • What pages did people view on our website? • What product did people purchase? • What was the average time spent? • What source did they come from? • What keywords or campaigns produced clicks? • What this, and what that, and what not?
  • 5. cleverdata.ru | info@cleverdata.ru Valuable Tools for Tracking • Visits • Top site content • Web browser statistics • Customer activity • Referring links • Search keywords • Path navigation Traditional Solutions for Digital Analytics
  • 6. But the Business Requires Deeper Intelligence cleverdata.ru | info@cleverdata.ru What other parts of the organization interacted with this customer? We’re only looking at website traffic. I need to see data in real-time. Sorry, our system is batch. We need to create detailed customer profiles. We only track aggregate statistics.
  • 7. Web Intelligence: Challenges & Trends Existing Solutions - Challenges Emerging Trends cleverdata.ru | info@cleverdata.ru • Batch processing for clickstream data • Incremental cost to get raw data • Point solutions that focus on solving only clickstream analysis • Difficult to configure and maintain analytics tagging for websites • Inability to conduct advanced analytics in web analytics solutions • Increasing need for real-time access to data • Correlating clickstream data with other data sources • High value data exported to Big Data solutions (Hadoop, Cassandra etc.) for advanced analytics • Need for access to raw data for customer analytics
  • 8. What? How much? Why? What else? Gold! The updated paradigm of Digital Intelligence cleverdata.ru | info@cleverdata.ru Clickstream Multiple Outcome Analyses Experimentation And Testing Voice of Customer Competitive Intelligence Insight How reliable: IT Operations • Deployment, operations, maintenance, tuning and repair web-based applications What: Clickstream • Foundational data • Analyze Visits, Visitors, Time on Site, Page Views, Bounce Rate, Sources and more How much: Multiple Outcome Analyses • Increase Revenue • Reduce Cost • Improve customer satisfaction/loyalty The Why: Experimentation and Testing • “Experiment or die” The Why: Voice of Customer • Surveys, usability testing What Else: Competitive Intelligence • Compare your performance vs. others IT Operations How Reliable?
  • 9. Data Collection Mechanism cleverdata.ru | info@cleverdata.ru Web logs (web server logs web entities) Web Beacons (A 1x1 pixel image, sends page view data to the third party server, which in turn sends image with code back to the browser to read cookies and capture more data) Javascript tags (Javascript code executes as the requested page loads, sends data to web server) Packet sniffing (Software/Hardware before Web Server that captures web data and sends to the server)
  • 10. Log file analysis vs. Page-tagging analysis cleverdata.ru | info@cleverdata.ru Pros Cons Log file analysis • Access to server-side information (404 pages, 500 errors, time taken, etc.) • Every resource is counted (images, RSS feeds, etc.) • Bandwidth information is available • Provides the most accurate view of what is actually happening on the Web server. • Visits by automated bots are tracked, which can reveal security problems or hack attempts, as well as search engine spider activity. • Not as good at counting “live” users that may visit the website via proxies • No intrinsic ability to report on browser-side data (resolution, number of colors, etc.) Page-tagging analysis • More accurate “live” visitor count (for webpages only), if all pages are tagged correctly • Access to browser-side data • Anti-spyware software and security software now block JavaScript callback methods, leading to untracked users • No server-side information about the website can be collected • Requires more maintenance to get the site set up for analytics • No method for tracking items like downloads or RSS traffic • No information is stored on the server • No way to detect abusers/hack attempts • No access to historical data. Statistics start on the date the tracking code was implemented; data prior to that date is unavailable
  • 11. Product Analytics Marketing Analytics cleverdata.r 1 u | info@cleverdata.ru Business Performance Analytics Digital Analytics Types Actionable Insights Improved User Exp
  • 12. •Multi channel analysis • Create detail customer profiles cleverdata.ru | info@cleverdata.ru • Easy correlation with IT data • Improve site performance • Integration of large disparate data •No lag in reporting • Segmentation on fly • Historical trending Adhoc Analysis 3rd Party data Integration 360 degree Customer View Operational Efficiency Evolving Digital Analytics Landscape
  • 13. Splunk Turns Machine Data into Digital Intelligence cleverdata.ru | info@cleverdata.ru Customer Facing Data Outside the Datacenter Applications Web logs Log4J, JMS, JMX .NET events Code and scripts Networking Configurations syslog SNMP netflow Databases Configurations Audit/query logs Tables Schemas Virtualization & Cloud Hypervisor Guest OS, Apps Cloud Linux/Unix Configuration s syslog File system ps, iostat, top Windows Registry Event logs File system sysinternals Logfiles Configs Messages Traps Alerts Metrics Scripts Changes Tickets Click-stream data Shopping cart data Online transaction data Manufacturing, logistics… CDRs & IPDRs Power consumption RFID data GPS data
  • 14. Splunk Digital Intelligence Components Mobile Analytics Social Media Analytics cleverdata.ru | info@cleverdata.ru Customer/Prodyct (Web) Anlytics BigData Analytics
  • 15. Alerting and Monitoring cleverdata.ru | info@cleverdata.ru Alerts are just short messages or notifications that help individuals keep informed about certain things that have happened or potentially will happen: • Significant change in the traffic patterns on your site • Traffic reaches a specific threshold you specify • Hardware/Software critical errors • Product sales or failed logins
  • 16. Before Splunk State cleverdata.ru | info@cleverdata.ru Customer Challenges • Difficult to integrate and correlate data from digital channels (web, mobile, social) • Traditional databases unable to combine digital data with other data sets (IT, point of sale, telecom) • No/Limited drill-down capabilities into original data and segmentation of data • No ad-hoc capability on clickstream data Business/IT Consequences • Traditional Web Analytics tool provide analytics on either server or client side data – no single view to correlate data. • Very difficult to answer the “Why” behind the variance in trends • Unable to show real value in helping make key business decisions
  • 17. After Splunk State cleverdata.ru | info@cleverdata.ru Future Vision • Easy correlation and integration of digital data for complete customer interaction • Deep insight into customer activities and patterns • Unique insights from combination of client and server side data for websites • Ad-hoc capability on clickstream data • All relevant data in its original format • Available for full drill-down Business Outcomes • Comprehensive view of customer interaction for user experience optimization for web & mobile • Higher productivity and fewer escalations save money • Better visibility leads to better decisions
  • 18. > Capture data from client, servers and mobile applications > Real-time insights into customer behavior and product analytics > Segmentation on the fly > Optimize website user experience > Understand what marketing initiatives are effective and what content is cleverdata.ru | info@cleverdata.ru most compelling for website visitors. > Combine & Correlate across digital channels and with IT data > Ability to drilldown to individual visitors/customers Summary

Editor's Notes

  • #12: 3 types of analytics that organizations typically spend their analytics efforts on – Business performance analytics, Marketing Analytics and Product Analytics Most organizations do not spend time on Product Analytics. Product Analytics needs deep understanding of user interactions to answer the “why” question. Most Analytics tool focus on aggregated data with limited to no ability to segment data and perform session or pan session analysis. Product Analytics is needed for sustained conversion and better user experience to improve repeat customer behavior
  • #13: 4 key requirements: Adhoc analysis – Large data volume and changing business needs have shifted canned reporting to adhoc analysis with the ability to easily explore data through segmentation and historical trending 3rd party integration – Multi channel reporting and insights needed for identifying user behavior insights. Data stitching is time consuming and painful. Batch processing can further delay deriving insights 360 degree view – Detailed customer profiles are pre-requisite for effective marketing campaigns and customer retention Operational – Changes in search algorithms and increasing expectations from users for speed/user experience is forcing better site uptime, response time. Easily co-relate web + IT data