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© 2017 SPLUNK INC.© 2017 SPLUNK INC.© 2017 SPLUNK INC.© 2017 SPLUNK INC.
@splunk
Rage with the machine,
not against it.
Event Management with Machine Learning
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
During the course of this presentation, we may make forward-looking statements regarding future events or
the expected performance of the company. We caution you that such statements reflect our current
expectations and estimates based on factors currently known to us and that actual events or results could
differ materially. For important factors that may cause actual results to differ from those contained in our
forward-looking statements, please review our filings with the SEC.
The forward-looking statements made in this presentation are being made as of the time and date of its live
presentation. If reviewed after its live presentation, this presentation may not contain current or accurate
information. We do not assume any obligation to update any forward looking statements we may make. In
addition, any information about our roadmap outlines our general product direction and is subject to change
at any time without notice. It is for informational purposes only and shall not be incorporated into any contract
or other commitment. Splunk undertakes no obligation either to develop the features or functionality
described or to include any such feature or functionality in a future release.
Splunk, Splunk>, Listen to Your Data, The Engine for Machine Data, Splunk Cloud, Splunk Light and SPL are trademarks and registered trademarks of Splunk Inc. in
the United States and other countries. All other brand names, product names, or trademarks belong to their respective owners. © 2017 Splunk Inc. All rights reserved.
Forward-Looking Statements
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Who We Are
Marc Serieys
Event Analytics SME,
EMEA
@ITOA_Insights
Guillaume Aymé
Product Marketing IT
Operations
@lemastergui
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Ask questions
throughout in the
Q&A window
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Four things you will learn today
Why ML is critical for today’s
modern IT
Why Google Photos has inspired us
to manage IT events better
How Splunk can help you with a
negative MTTD
How Splunk is helping the World
Bank solve world poverty
1
2
3
4
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
We’re living in a digital revolution
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Companies
must meet
high
customer
expectations
to survive
I don’t want to
deal with delays
I expect you to know
who I am when I call
I expect to be able to track
my baggage in real-time
I expect the
lowest price
I expect you to respond
quickly to my issues
I expect you to help me
make my connection
I expect a perfect
safety record
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Winners and losers: no one
is too big to fail
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
• Aligning with the business
• Improving customer experience
• Accelerating time to value
• Develop new digital services
This requires IT to focus on
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
But really, how much time do
we spend doing this?
Searching lots of data in silos
Creating static rules
Monitoring
Troubleshooting
Root Cause Analysis
Capacity Planning
War Rooms
Forecasting
….
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
This data comes from machines
GPS,
RFID,
Hypervisor,
Web Servers,
Email, Messaging,
Clickstreams, Mobile,
Telephony, IVR, Databases,
Sensors, Telematics, Storage,
Servers, Security Devices, Desktops
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
The total amount of data is expected to
double every 2 years.
*180,000,000,000,000,000,000,000 bytes
SOURCE: IDC
180 zettabytes* by 2025
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
The speed at which you act on
that data is your advantage
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Tasks in IT are
beyond human
scale
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Gartner are terming this AIOps
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Event
Management
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
What should the thresholds be of this CPU?
Are these peaks good or bad?
Do these peaks even mean anything?
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
How do you manage your events & alerts today?
• Increasing number
to manage
• Different formats and
fields
• Difficult to parse
• Required to
aggregate
• Very little context
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Ticket
(Incident)
opened
Event
Management Process
Incident Management
Process
Failure
Starts
Low heap
space on
JVM
High latency
of purchase
transaction
JVM not
responding
5 Failed
purchase
transactions in
last 5 minutes
Typical Process
Human latency
MTTD
High volume
of traffic in
last 5
minutes
Reassigned
Reassigned
Reassigned
Ticket
Closed
Poor incident management
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Ticket
(Incident)
opened
Failure
Starts
Low heap
space on
JVM
High latency
of purchase
transaction
JVM not
responding
5 Failed
purchase
transactions in
last 5 minutes
Typical Process
Human latency (too much
noise)
MTTD
Alert Storm
High volume
of traffic in
last 5
minutes
Twitter
Storm
Reassigned
Reassigned
Reassigned
Reassigned
Ticket
Closed
Ticket
Closed
(Duplicate)
Ticket
(Incident)
opened
Event
Management Process
Incident Management
Process
Poor incident management
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Common problems with managing events
Event overload | Silos of “monitoring” | Loss of data fidelity | Manual events interpretation
Custom integrations | Rules management overhead | Context and impact blindness
Bloated
Products
and
Features
Complex
Integrations
Alerts
Storm
Cumbersome
Rules
Management
Duplicate Incidents | Repeat Incidents
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Poll
23
What’s your biggest challenge with the alerts you receive from your
different monitoring solutions
Alerts? They go straight into my spam
Too many false positives & alert storms
No idea what services are impacted
I spend too much time configuring rules
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Building a modern IT
Traditional IT
▶ Structured data
▶ Brittle tools and integrations
▶ Obsession with “faults” and “traps”
▶ Focus on components parts
▶ Search oriented
Data Driven IT
0101101
0010101
▶ All data relevant
▶ Business aware
▶ Real-time
▶ Focus on the whole service
▶ Machine learning-driven analytics
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
The need for Service Intelligence
Enabling a business-aware IT
Measuring and reporting on indicators that matter
Unlocking operational efficiencies
Collaborating across silos to improve service operations
Data-based decision making
Solving problems and anticipating pitfalls with sophisticated
analytics and powerful insights
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Having access to the data has never been so easy
Network
InfrastructureLayer
Packet, Payload, Traffic,
Utilization, Perf
Storage
Utilization, Capacity,
Performance
Server
Performance, Usage,
Dependency
ApplicationLayer
User Experience
Usage, Response Time,
Failed Interactions
Byte Code Instrumentation
Usage, Experience,
Performance, Quality
Business Performance
Corporate Data, Intake,
Output, Throughput
Splunk Approach:
▶ Single repository for ALL data
▶ No parsing of data
▶ Data in original raw format
▶ Simplified architecture
▶ Search & Investigate
▶ Alerting
▶ Visualisation
▶ Analytics and Machine
Learning
MACHINE
DATA
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Energy Banking Manufacturing Gaming
Technology Retail Media Telecom
European companies using their machine data for IT
operations
Hospitality
Travel
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Splunk IT Service Intelligence
Machine Learning-Powered, Analytics-Driven IT Operations
Prioritize incidents
with context
Deliver business &
service context to
prioritize incident
investigation & action
Redefine the
role of IT
Support decisions &
communicate results
with powerful
service-level insights
Simplify service
operations
Leverage machine learning
to detect anomalies &
highlight events that matter
Unify siloed
monitoring
Combine events & metrics
across silos with ease,
flexibility & scale in days
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Machine Learning Made Mainstream
Adaptive Thresholds Anomaly Detection Event Correlation
Manage and maintain KPI thresholds by dynamically adapting to changing operational patterns
Catch issues that thresholds can’t—baseline normal operations and alert on anomalous conditions
Reduce event clutter, false positives and rules maintenance by auto-grouping related events
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
How do we sort your images?
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Do I need to be a
data scientist for
this?
Do I need to
understand what
algorithms are being
used?
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Consider the alerts you receive every day
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Intelligently grouped
through machine
learning.
No programming or
configuration
involved
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Results of poll
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Splunk ITSI in Action
(Demo)
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Splunk ITSI for Event Analytics
Simplify Your Operations With Artificial Intelligence and Service Context
Find and fix the most
important issues
Transform IT operations with
machine learning
Get a full view of your IT
environment
Service Context Artificial Intelligence Scalable Platform
Contextualize and prioritize
your events and alerts
So that you spend more time
on what’s important
Scales to petabytes of data
per day on prem or cloud
1001001
0100010
0101001
1001101
0110010111000110
1101011101010110
0010011101011000
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Reduction of world
poverty
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Before:
• Outages detected by executives
• No view on business impact
• Lack of end to end view
• Constant war rooms and middle-of-the-
night escalations
Goal:
“Provide modern capabilities to detect issues
and minimise impact to WBG staff”
Now:
• End to end view of all critical services
• Financial index style dashboards for CIO
• Enterprise monitoring team has become
an analytics team
Thanks to the integrated machine learning
in Splunk ITSI, we now have a reduced
number of events to process and the
streamlined event analytics framework
allows us to process events eight minutes
more quickly
Laurent Amouroux,
Technical Director
Econocom Infrastructure Management Services
15% increased
SLA Performance
60% reduction
In number of events
10x reduction
in number of system
performance events through
machine learning
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
What to do next?
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Try it for yourself - free Sandbox
http://splunk.com/itsi
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
#Splunk4Rookies
In major cities in Europe | Afterworks | 2.5 hours | Free | 100% hands-on | Beer & pizza
#Splunk4Ninjas ITSI
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Speak to an expert
Harness the creativity and domain knowledge of your organization to
unlock the value of data and solve an important business
service problem through a joint service intelligence workshop
with key stakeholders
Define methods for:
• Increased business performance
• Improved customer satisfaction
• Continuous improvement
• Proactive service monitoring
What is it?
• Collaborative workshop
• Tightly linked with business
value
• Build a functioning example
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Poll
Would you be interested in either a discussion with a specialist or
a Rookies/Ninjas session?
Yes No
© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Please respond to our survey
© 2017 SPLUNK INC.© 2017 SPLUNK INC.© 2017 SPLUNK INC.© 2017 SPLUNK INC.
Q&A
@splunk
@lemastergui
@ITOA_Insights
© 2017 SPLUNK INC.
Q&A

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Rage WITH the machine, not against it: Machine learning for Event Management

  • 1. © 2017 SPLUNK INC.© 2017 SPLUNK INC.© 2017 SPLUNK INC.© 2017 SPLUNK INC. @splunk Rage with the machine, not against it. Event Management with Machine Learning
  • 2. © 2017 SPLUNK INC.© 2017 SPLUNK INC. During the course of this presentation, we may make forward-looking statements regarding future events or the expected performance of the company. We caution you that such statements reflect our current expectations and estimates based on factors currently known to us and that actual events or results could differ materially. For important factors that may cause actual results to differ from those contained in our forward-looking statements, please review our filings with the SEC. The forward-looking statements made in this presentation are being made as of the time and date of its live presentation. If reviewed after its live presentation, this presentation may not contain current or accurate information. We do not assume any obligation to update any forward looking statements we may make. In addition, any information about our roadmap outlines our general product direction and is subject to change at any time without notice. It is for informational purposes only and shall not be incorporated into any contract or other commitment. Splunk undertakes no obligation either to develop the features or functionality described or to include any such feature or functionality in a future release. Splunk, Splunk>, Listen to Your Data, The Engine for Machine Data, Splunk Cloud, Splunk Light and SPL are trademarks and registered trademarks of Splunk Inc. in the United States and other countries. All other brand names, product names, or trademarks belong to their respective owners. © 2017 Splunk Inc. All rights reserved. Forward-Looking Statements
  • 3. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Who We Are Marc Serieys Event Analytics SME, EMEA @ITOA_Insights Guillaume Aymé Product Marketing IT Operations @lemastergui
  • 4. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Ask questions throughout in the Q&A window
  • 5. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Four things you will learn today Why ML is critical for today’s modern IT Why Google Photos has inspired us to manage IT events better How Splunk can help you with a negative MTTD How Splunk is helping the World Bank solve world poverty 1 2 3 4
  • 6. © 2017 SPLUNK INC.© 2017 SPLUNK INC. We’re living in a digital revolution
  • 7. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Companies must meet high customer expectations to survive I don’t want to deal with delays I expect you to know who I am when I call I expect to be able to track my baggage in real-time I expect the lowest price I expect you to respond quickly to my issues I expect you to help me make my connection I expect a perfect safety record
  • 8. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Winners and losers: no one is too big to fail
  • 9. © 2017 SPLUNK INC.© 2017 SPLUNK INC.
  • 10. © 2017 SPLUNK INC.© 2017 SPLUNK INC. • Aligning with the business • Improving customer experience • Accelerating time to value • Develop new digital services This requires IT to focus on
  • 11. © 2017 SPLUNK INC.© 2017 SPLUNK INC. But really, how much time do we spend doing this? Searching lots of data in silos Creating static rules Monitoring Troubleshooting Root Cause Analysis Capacity Planning War Rooms Forecasting ….
  • 12. © 2017 SPLUNK INC.© 2017 SPLUNK INC. This data comes from machines GPS, RFID, Hypervisor, Web Servers, Email, Messaging, Clickstreams, Mobile, Telephony, IVR, Databases, Sensors, Telematics, Storage, Servers, Security Devices, Desktops
  • 13. © 2017 SPLUNK INC.© 2017 SPLUNK INC. The total amount of data is expected to double every 2 years. *180,000,000,000,000,000,000,000 bytes SOURCE: IDC 180 zettabytes* by 2025
  • 14. © 2017 SPLUNK INC.© 2017 SPLUNK INC. The speed at which you act on that data is your advantage
  • 15. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Tasks in IT are beyond human scale
  • 16. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Gartner are terming this AIOps
  • 17. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Event Management
  • 18. © 2017 SPLUNK INC.© 2017 SPLUNK INC. What should the thresholds be of this CPU? Are these peaks good or bad? Do these peaks even mean anything?
  • 19. © 2017 SPLUNK INC.© 2017 SPLUNK INC. How do you manage your events & alerts today? • Increasing number to manage • Different formats and fields • Difficult to parse • Required to aggregate • Very little context
  • 20. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Ticket (Incident) opened Event Management Process Incident Management Process Failure Starts Low heap space on JVM High latency of purchase transaction JVM not responding 5 Failed purchase transactions in last 5 minutes Typical Process Human latency MTTD High volume of traffic in last 5 minutes Reassigned Reassigned Reassigned Ticket Closed Poor incident management
  • 21. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Ticket (Incident) opened Failure Starts Low heap space on JVM High latency of purchase transaction JVM not responding 5 Failed purchase transactions in last 5 minutes Typical Process Human latency (too much noise) MTTD Alert Storm High volume of traffic in last 5 minutes Twitter Storm Reassigned Reassigned Reassigned Reassigned Ticket Closed Ticket Closed (Duplicate) Ticket (Incident) opened Event Management Process Incident Management Process Poor incident management
  • 22. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Common problems with managing events Event overload | Silos of “monitoring” | Loss of data fidelity | Manual events interpretation Custom integrations | Rules management overhead | Context and impact blindness Bloated Products and Features Complex Integrations Alerts Storm Cumbersome Rules Management Duplicate Incidents | Repeat Incidents
  • 23. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Poll 23 What’s your biggest challenge with the alerts you receive from your different monitoring solutions Alerts? They go straight into my spam Too many false positives & alert storms No idea what services are impacted I spend too much time configuring rules
  • 24. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Building a modern IT Traditional IT ▶ Structured data ▶ Brittle tools and integrations ▶ Obsession with “faults” and “traps” ▶ Focus on components parts ▶ Search oriented Data Driven IT 0101101 0010101 ▶ All data relevant ▶ Business aware ▶ Real-time ▶ Focus on the whole service ▶ Machine learning-driven analytics
  • 25. © 2017 SPLUNK INC.© 2017 SPLUNK INC. The need for Service Intelligence Enabling a business-aware IT Measuring and reporting on indicators that matter Unlocking operational efficiencies Collaborating across silos to improve service operations Data-based decision making Solving problems and anticipating pitfalls with sophisticated analytics and powerful insights
  • 26. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Having access to the data has never been so easy Network InfrastructureLayer Packet, Payload, Traffic, Utilization, Perf Storage Utilization, Capacity, Performance Server Performance, Usage, Dependency ApplicationLayer User Experience Usage, Response Time, Failed Interactions Byte Code Instrumentation Usage, Experience, Performance, Quality Business Performance Corporate Data, Intake, Output, Throughput Splunk Approach: ▶ Single repository for ALL data ▶ No parsing of data ▶ Data in original raw format ▶ Simplified architecture ▶ Search & Investigate ▶ Alerting ▶ Visualisation ▶ Analytics and Machine Learning MACHINE DATA
  • 27. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Energy Banking Manufacturing Gaming Technology Retail Media Telecom European companies using their machine data for IT operations Hospitality Travel
  • 28. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Splunk IT Service Intelligence Machine Learning-Powered, Analytics-Driven IT Operations Prioritize incidents with context Deliver business & service context to prioritize incident investigation & action Redefine the role of IT Support decisions & communicate results with powerful service-level insights Simplify service operations Leverage machine learning to detect anomalies & highlight events that matter Unify siloed monitoring Combine events & metrics across silos with ease, flexibility & scale in days
  • 29. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Machine Learning Made Mainstream Adaptive Thresholds Anomaly Detection Event Correlation Manage and maintain KPI thresholds by dynamically adapting to changing operational patterns Catch issues that thresholds can’t—baseline normal operations and alert on anomalous conditions Reduce event clutter, false positives and rules maintenance by auto-grouping related events
  • 30. © 2017 SPLUNK INC.© 2017 SPLUNK INC. How do we sort your images?
  • 31. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Do I need to be a data scientist for this? Do I need to understand what algorithms are being used?
  • 32. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Consider the alerts you receive every day
  • 33. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Intelligently grouped through machine learning. No programming or configuration involved
  • 34. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Results of poll
  • 35. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Splunk ITSI in Action (Demo)
  • 36. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Splunk ITSI for Event Analytics Simplify Your Operations With Artificial Intelligence and Service Context Find and fix the most important issues Transform IT operations with machine learning Get a full view of your IT environment Service Context Artificial Intelligence Scalable Platform Contextualize and prioritize your events and alerts So that you spend more time on what’s important Scales to petabytes of data per day on prem or cloud 1001001 0100010 0101001 1001101 0110010111000110 1101011101010110 0010011101011000
  • 37. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Reduction of world poverty
  • 38. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Before: • Outages detected by executives • No view on business impact • Lack of end to end view • Constant war rooms and middle-of-the- night escalations Goal: “Provide modern capabilities to detect issues and minimise impact to WBG staff” Now: • End to end view of all critical services • Financial index style dashboards for CIO • Enterprise monitoring team has become an analytics team
  • 39. Thanks to the integrated machine learning in Splunk ITSI, we now have a reduced number of events to process and the streamlined event analytics framework allows us to process events eight minutes more quickly Laurent Amouroux, Technical Director Econocom Infrastructure Management Services 15% increased SLA Performance 60% reduction In number of events 10x reduction in number of system performance events through machine learning
  • 40. © 2017 SPLUNK INC.© 2017 SPLUNK INC. What to do next?
  • 41. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Try it for yourself - free Sandbox http://splunk.com/itsi
  • 42. © 2017 SPLUNK INC.© 2017 SPLUNK INC. #Splunk4Rookies In major cities in Europe | Afterworks | 2.5 hours | Free | 100% hands-on | Beer & pizza #Splunk4Ninjas ITSI
  • 43. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Speak to an expert Harness the creativity and domain knowledge of your organization to unlock the value of data and solve an important business service problem through a joint service intelligence workshop with key stakeholders Define methods for: • Increased business performance • Improved customer satisfaction • Continuous improvement • Proactive service monitoring What is it? • Collaborative workshop • Tightly linked with business value • Build a functioning example
  • 44. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Poll Would you be interested in either a discussion with a specialist or a Rookies/Ninjas session? Yes No
  • 45. © 2017 SPLUNK INC.© 2017 SPLUNK INC. Please respond to our survey
  • 46. © 2017 SPLUNK INC.© 2017 SPLUNK INC.© 2017 SPLUNK INC.© 2017 SPLUNK INC. Q&A @splunk @lemastergui @ITOA_Insights
  • 47. © 2017 SPLUNK INC. Q&A