SlideShare a Scribd company logo
The Vital Role of AIOps in
Overcoming IT Operational
Challenges
Richard Whitehead, Chief Evangelist | Richard@Moogsoft.com11 July 2019
DEM11-SR
© 2019 Moogsoft. All rights reserved.
Mainframe Era
Golden
Distributed Computing
Tarnished
Software Defined
Everything
Monitoring
Platforms
Monolithic Suites
ISV Platforms
Patchwork, Open Source,
Departmental
Source Events
Fixed
~10-20 eps
Custom/Standard (SNMP) + Fixed
~100-1000 eps
Chaotic, Unstructured
~1000-100,000 eps
Configuration
Static
Time between change ~ days (TBC)
Flexible
TBC ~ hours
Chaotic
TBC <1 second
Infrastructure
Monolithic
Single Vendor
Multi vendor
UNIX/IP/Windows Client Server
Virtualized/Containers
Fluid/UNIX/PRP/Mobile/Micro Services
1980s 1990s 2000s 2010s
What Will Tomorrow Look Like?
© 2019 Moogsoft. All rights reserved.
The Economy Drives IT
Form Follows Function…
...Function Follows Need
Digital
Transformation
demands DevOps &
Elastic
Birth of the
Mainframe
on an American
Airlines flight
Deregulation
drives the
client/server to
virtual transition
© 2019 Moogsoft. All rights reserved.
On-Demand Economy Mandates CONSTANT CHANGE & ZERO DOWNTIME
In this Digitally Transformed World, We...
Purchase Transact Interact Access
© 2019 Moogsoft. All rights reserved.
Scale
• 105+ Moving Parts
• 106+ Notifications
• 109+ Data Points
• 1012 → 10120+ Possible Failure Modes
+ Bounded by the estimated information content
of the universe!
Current and Future Demands
Compulsion to Change
Complexity
• Reduction in the Unit of Compute
• Mainframe → Server → VM → Container
• Multiple Orders of Magnitude
• Increase in Change Cycle
• Fully Fluid CI/CD Cycle
© 2019 Moogsoft. All rights reserved.
Siloed
teams
and tools
Too
many
alerts
No context
when an
incident
occurs
No
early
warning
DevOps
lacks
proactive
assurance
DATA INFORMATIONOverwhelmed by and a lack of
Traditional IT Ops Caught Flat-Footed
© 2019 Moogsoft. All rights reserved.
75-80%
of IT
organizations
are siloed
95% of
Alerts
lack
informational
value
>45%
incidents
involve “all
hands” war
room
>73%
incidents
raised by
end usersMany siloed
war rooms
DATA INFORMATIONOverwhelmed by and a lack of
Traditional IT Ops Caught Flat-Footed
© 2019 Moogsoft. All rights reserved.
Evidence of Systematic Failure
Troubling Trends: CIO Survey Results
74%
Incidents detected by
customers before
support is aware
66%
Existing monitoring
solutions identify less
than half of all
performance issues or
outages
59%
Growing IT complexity
is leading to more
outages
Greater Scale, Less Visibility
© 2019 Moogsoft. All rights reserved.
INCREASE frequency of change, stability and availability of IT services1
REDUCE resource operations workload and INCREASE productivity2
CONSOLIDATE tools3
MIGRATE to the cloud4
SUPPORT software-defined services5
SUPPORT microservices-based software architecture6
IT Ops Priorities Driven by Digital Transformation
© 2019 Moogsoft. All rights reserved.
AFTER
State + Measurement Combined
DATA EVENTS
SYSTEM
Data
AI
Feature
Act
• Fluid
• High Scale
• Determinate
What to Do?
SYSTEM EVENTS
BEFORE
“State” “Measurement”
Analyze
Act
Measure
Hypothesize
RULES
• Rigid
• Low Scale
• Indeterminate
© 2019 Moogsoft. All rights reserved.
Proactively and automatically
detects incidents and probable
root causes (reduces MTTD)
Industrialized data
ingestion from
multiple sources
Automatically resolves
signals from alert noise
Enables
collaborative
workflows (reduces
MTTR and adverse
business impact)
Predictive insights
(reduces support
escalations and
MTTR)
Early detection, fewer tickets, reduced MTTR
AIOps Agile and Proactive
Event-to-Resolution Workflow
Triggers automation
to restore services
AI
AI AI AI
AI
© 2019 Moogsoft. All rights reserved.
Typical
AIOps
Use Cases
Time
Topology
Entropy
TextABC
© 2019 Moogsoft. All rights reserved.
Collaboration
RESOLUTION
Learning
Collaboration
Situation
Similarity
Reduce MTTR
through
collaboration
Inference
SITUATIONS
CAUSALITY
Probable
Root-Cause
Vertex
Entropy
Reduce MTTD
by pinpointing
causality
Discovery
CORRELATION
ABC
Text
Topology
Time
CLUSTERS
Reduce workloads,
time to act and
business disruption
by proactively
detecting
actionable issues
TOPOLOGICAL
GRAPH
DATA
Relevance
10101001
01001001
00110001
0101
<f(x),x1> <g(x),x1>
INFORMATION
RICH DATA
STREAM
ENTROPY
Industrialize
change by
surfacing relevant
alerts from noise
Knowledge
Recycling
Capture experience,
make it
widely available
Automating All Dimensions of AIOps
© 2019 Moogsoft. All rights reserved.
Level 0/NOC Operators
• Improve efficiency by consolidating related alerts together
• Reduce catch-n-dispatch activities
AIOps Makes Your Teams
Faster, Smarter, and More Productive
Support SMEs & Developers
• Pass incident resolution knowledge to lower support tiers
• Collaborate across complex multi-disciplinary incidents
IT Operations Managers
• Delivery service-level state monitoring
• Improve efficiency and job satisfaction
• Identify and address repeating mundane work with run book
automation
Problem Managers
• Investigate and problem-solve for frequently repeating
P3-P5 incidents
IT Senior Management
• Achieve overall per-alert efforts reduction
• Re-purpose the savings towards business’s bottom line
© 2019 Moogsoft. All rights reserved.
An AIOps Leader
Innovation
• Technology pioneers
• +50 patents
• $100M in funding since 2012
(Goldman Sachs, Cisco,
Redpoint, Wing)
Experience
• Top tier team, 20+ yrs in
the domain
• Purpose built platform
• 7th generation solution
• Multiple products
Value
Transforming the
economics for +130
of the Global 2000,
across verticals
© 2019 Moogsoft. All rights reserved.
Entropy Time Language Topology
Vertex
Entropy
Algorithmic
Correlation
Engine
Feedback
Probable
Root Cause
Alert
Significance
Timestamp
Patterns
Text value
similarities
Network
proximity
patterns
Critical node
identification
Algorithms
application with
a deterministic
policy
Learnings from
Ops behavior
Root cause
identification
Our +50 Machine Learning Patents
Make AI Valuable and Consumable
ABC
Correlation
Noise
Reduction
Causality
Thank You!
Ph
Richard Whitehead, Chief Evangelist | Richard@Moogsoft.com11 July 2019

More Related Content

What's hot

ADV Slides: Strategies for Fitting a Data Lake into a Modern Data Architecture
ADV Slides: Strategies for Fitting a Data Lake into a Modern Data ArchitectureADV Slides: Strategies for Fitting a Data Lake into a Modern Data Architecture
ADV Slides: Strategies for Fitting a Data Lake into a Modern Data Architecture
DATAVERSITY
 
Robotic Process Automation (RPA)
Robotic Process Automation (RPA)Robotic Process Automation (RPA)
Robotic Process Automation (RPA)
Amy Simpson-Grange
 
How To Reduce Application Support & Maintenance Cost
How To Reduce Application Support & Maintenance Cost How To Reduce Application Support & Maintenance Cost
How To Reduce Application Support & Maintenance Cost
HCL Technologies
 
Establishing a Business Process Management Center of Excellence - Impact 2012
Establishing a Business Process Management Center of Excellence  - Impact 2012Establishing a Business Process Management Center of Excellence  - Impact 2012
Establishing a Business Process Management Center of Excellence - Impact 2012
Prolifics
 
APIs in a Microservice Architecture
APIs in a Microservice ArchitectureAPIs in a Microservice Architecture
APIs in a Microservice Architecture
WSO2
 
informatica data replication (IDR)
informatica data replication (IDR)informatica data replication (IDR)
informatica data replication (IDR)
MaxHung
 
ITIL4 and ServiceNow
ITIL4 and ServiceNowITIL4 and ServiceNow
ITIL4 and ServiceNow
ITSM Academy, Inc.
 
Data Lifecycle Management
Data Lifecycle ManagementData Lifecycle Management
Data Lifecycle Management
Amazon Web Services
 
Domain-Driven Design
Domain-Driven DesignDomain-Driven Design
Domain-Driven Design
Andriy Buday
 
Splunk at Airbus
Splunk at AirbusSplunk at Airbus
Splunk at Airbus
Splunk
 
Event-Driven Architecture (EDA)
Event-Driven Architecture (EDA)Event-Driven Architecture (EDA)
Event-Driven Architecture (EDA)
WSO2
 
Business Process Management Training | By ex-Deloitte & McKinsey Consultants
Business Process Management Training | By ex-Deloitte & McKinsey ConsultantsBusiness Process Management Training | By ex-Deloitte & McKinsey Consultants
Business Process Management Training | By ex-Deloitte & McKinsey Consultants
Aurelien Domont, MBA
 
Microservice Architecture
Microservice ArchitectureMicroservice Architecture
Microservice Architecture
Nguyen Tung
 
ITIL Incident Management Workflow PowerPoint Presentation Slides
ITIL Incident Management Workflow PowerPoint Presentation SlidesITIL Incident Management Workflow PowerPoint Presentation Slides
ITIL Incident Management Workflow PowerPoint Presentation Slides
SlideTeam
 
AIOps, IT Analytics, and Business Performance: What’s Needed and What Works
AIOps, IT Analytics, and Business Performance: What’s Needed and What Works AIOps, IT Analytics, and Business Performance: What’s Needed and What Works
AIOps, IT Analytics, and Business Performance: What’s Needed and What Works
Enterprise Management Associates
 
Immutable Backups Slides.pptx
Immutable Backups Slides.pptxImmutable Backups Slides.pptx
Immutable Backups Slides.pptx
BrandonDavies10
 
App Modernization
App ModernizationApp Modernization
App Modernization
PT Datacomm Diangraha
 
Event Driven Architecture
Event Driven ArchitectureEvent Driven Architecture
Event Driven Architecture
Lourens Naudé
 
Architecting Next Generatio IT Operating Models Using IT4IT and SFIA
Architecting Next Generatio IT Operating Models Using IT4IT and SFIAArchitecting Next Generatio IT Operating Models Using IT4IT and SFIA
Architecting Next Generatio IT Operating Models Using IT4IT and SFIA
Sukumar Daniel
 
Fault Management System (OSS)
Fault Management System (OSS)Fault Management System (OSS)
Fault Management System (OSS)
Riswan
 

What's hot (20)

ADV Slides: Strategies for Fitting a Data Lake into a Modern Data Architecture
ADV Slides: Strategies for Fitting a Data Lake into a Modern Data ArchitectureADV Slides: Strategies for Fitting a Data Lake into a Modern Data Architecture
ADV Slides: Strategies for Fitting a Data Lake into a Modern Data Architecture
 
Robotic Process Automation (RPA)
Robotic Process Automation (RPA)Robotic Process Automation (RPA)
Robotic Process Automation (RPA)
 
How To Reduce Application Support & Maintenance Cost
How To Reduce Application Support & Maintenance Cost How To Reduce Application Support & Maintenance Cost
How To Reduce Application Support & Maintenance Cost
 
Establishing a Business Process Management Center of Excellence - Impact 2012
Establishing a Business Process Management Center of Excellence  - Impact 2012Establishing a Business Process Management Center of Excellence  - Impact 2012
Establishing a Business Process Management Center of Excellence - Impact 2012
 
APIs in a Microservice Architecture
APIs in a Microservice ArchitectureAPIs in a Microservice Architecture
APIs in a Microservice Architecture
 
informatica data replication (IDR)
informatica data replication (IDR)informatica data replication (IDR)
informatica data replication (IDR)
 
ITIL4 and ServiceNow
ITIL4 and ServiceNowITIL4 and ServiceNow
ITIL4 and ServiceNow
 
Data Lifecycle Management
Data Lifecycle ManagementData Lifecycle Management
Data Lifecycle Management
 
Domain-Driven Design
Domain-Driven DesignDomain-Driven Design
Domain-Driven Design
 
Splunk at Airbus
Splunk at AirbusSplunk at Airbus
Splunk at Airbus
 
Event-Driven Architecture (EDA)
Event-Driven Architecture (EDA)Event-Driven Architecture (EDA)
Event-Driven Architecture (EDA)
 
Business Process Management Training | By ex-Deloitte & McKinsey Consultants
Business Process Management Training | By ex-Deloitte & McKinsey ConsultantsBusiness Process Management Training | By ex-Deloitte & McKinsey Consultants
Business Process Management Training | By ex-Deloitte & McKinsey Consultants
 
Microservice Architecture
Microservice ArchitectureMicroservice Architecture
Microservice Architecture
 
ITIL Incident Management Workflow PowerPoint Presentation Slides
ITIL Incident Management Workflow PowerPoint Presentation SlidesITIL Incident Management Workflow PowerPoint Presentation Slides
ITIL Incident Management Workflow PowerPoint Presentation Slides
 
AIOps, IT Analytics, and Business Performance: What’s Needed and What Works
AIOps, IT Analytics, and Business Performance: What’s Needed and What Works AIOps, IT Analytics, and Business Performance: What’s Needed and What Works
AIOps, IT Analytics, and Business Performance: What’s Needed and What Works
 
Immutable Backups Slides.pptx
Immutable Backups Slides.pptxImmutable Backups Slides.pptx
Immutable Backups Slides.pptx
 
App Modernization
App ModernizationApp Modernization
App Modernization
 
Event Driven Architecture
Event Driven ArchitectureEvent Driven Architecture
Event Driven Architecture
 
Architecting Next Generatio IT Operating Models Using IT4IT and SFIA
Architecting Next Generatio IT Operating Models Using IT4IT and SFIAArchitecting Next Generatio IT Operating Models Using IT4IT and SFIA
Architecting Next Generatio IT Operating Models Using IT4IT and SFIA
 
Fault Management System (OSS)
Fault Management System (OSS)Fault Management System (OSS)
Fault Management System (OSS)
 

Similar to The vital role of AIOps in overcoming IT operational challenges - DEM11-SR - New York AWS Summit

The vital role of AIOps in overcoming IT operational challenges - DEM07-SR - ...
The vital role of AIOps in overcoming IT operational challenges - DEM07-SR - ...The vital role of AIOps in overcoming IT operational challenges - DEM07-SR - ...
The vital role of AIOps in overcoming IT operational challenges - DEM07-SR - ...
Amazon Web Services
 
Overcoming tomorrow's operational challenges with AIOps - DEM05-R1 - Santa Cl...
Overcoming tomorrow's operational challenges with AIOps - DEM05-R1 - Santa Cl...Overcoming tomorrow's operational challenges with AIOps - DEM05-R1 - Santa Cl...
Overcoming tomorrow's operational challenges with AIOps - DEM05-R1 - Santa Cl...
Amazon Web Services
 
Storage as a service v4 eng
Storage as a service v4 engStorage as a service v4 eng
Storage as a service v4 eng
Dell EMC
 
Pink Elephant and Axios Systems Webinar: How to unlock service excellence wit...
Pink Elephant and Axios Systems Webinar: How to unlock service excellence wit...Pink Elephant and Axios Systems Webinar: How to unlock service excellence wit...
Pink Elephant and Axios Systems Webinar: How to unlock service excellence wit...
Axios Systems
 
Cisco Connect 2018 Thailand - Enabling the next gen data center transformatio...
Cisco Connect 2018 Thailand - Enabling the next gen data center transformatio...Cisco Connect 2018 Thailand - Enabling the next gen data center transformatio...
Cisco Connect 2018 Thailand - Enabling the next gen data center transformatio...
NetworkCollaborators
 
How Schneider Electric Assures Its Salesforce Lightning Migration with Thousa...
How Schneider Electric Assures Its Salesforce Lightning Migration with Thousa...How Schneider Electric Assures Its Salesforce Lightning Migration with Thousa...
How Schneider Electric Assures Its Salesforce Lightning Migration with Thousa...
ThousandEyes
 
Enabling a Smarter Infrastructure for your Cloud Environment - IBM Smarter Bu...
Enabling a Smarter Infrastructure for your Cloud Environment - IBM Smarter Bu...Enabling a Smarter Infrastructure for your Cloud Environment - IBM Smarter Bu...
Enabling a Smarter Infrastructure for your Cloud Environment - IBM Smarter Bu...
IBM Sverige
 
DACHNUG50 BigFix WorkspaceAndAutomation.pdf
DACHNUG50 BigFix WorkspaceAndAutomation.pdfDACHNUG50 BigFix WorkspaceAndAutomation.pdf
DACHNUG50 BigFix WorkspaceAndAutomation.pdf
DNUG e.V.
 
How to develop a multi cloud strategy to accelerate digital transformation - ...
How to develop a multi cloud strategy to accelerate digital transformation - ...How to develop a multi cloud strategy to accelerate digital transformation - ...
How to develop a multi cloud strategy to accelerate digital transformation - ...
Senaka Ariyasinghe
 
Quest Software - Dan Falconer
Quest Software - Dan FalconerQuest Software - Dan Falconer
Quest Software - Dan FalconerIDG Romania
 
Leveraging the Power of the ServiceNow® Platform with Mainframe and IBM i Sys...
Leveraging the Power of the ServiceNow® Platform with Mainframe and IBM i Sys...Leveraging the Power of the ServiceNow® Platform with Mainframe and IBM i Sys...
Leveraging the Power of the ServiceNow® Platform with Mainframe and IBM i Sys...
Precisely
 
The z13 and The Mobile & Analytics Tsunami Hélène Lyon
The z13 and The Mobile & Analytics Tsunami Hélène LyonThe z13 and The Mobile & Analytics Tsunami Hélène Lyon
The z13 and The Mobile & Analytics Tsunami Hélène Lyon
NRB
 
2015 12-01 digital transformation in industrial automation sanitized
2015 12-01 digital transformation in industrial automation sanitized2015 12-01 digital transformation in industrial automation sanitized
2015 12-01 digital transformation in industrial automation sanitized
Thorsten Schroeer
 
The New Style of Business
The New Style of Business The New Style of Business
The New Style of Business
Redazione InnovaPuglia
 
4 REASONS TO LEAVE YOUR LEGACY REPORTING SOLUTION FOR JASPERSOFT
4 REASONS TO LEAVE YOUR LEGACY REPORTING SOLUTION FOR JASPERSOFT4 REASONS TO LEAVE YOUR LEGACY REPORTING SOLUTION FOR JASPERSOFT
4 REASONS TO LEAVE YOUR LEGACY REPORTING SOLUTION FOR JASPERSOFT
TIBCO Jaspersoft
 
How to Balance System Speed and Risk for Multi-Platform Innovation
How to Balance System Speed and Risk for Multi-Platform InnovationHow to Balance System Speed and Risk for Multi-Platform Innovation
How to Balance System Speed and Risk for Multi-Platform Innovation
Claudia Ring
 
Ibm symp14 referenten_mike storzer_frank heimes_why infrastructure matters fo...
Ibm symp14 referenten_mike storzer_frank heimes_why infrastructure matters fo...Ibm symp14 referenten_mike storzer_frank heimes_why infrastructure matters fo...
Ibm symp14 referenten_mike storzer_frank heimes_why infrastructure matters fo...IBM Switzerland
 
Disruptive Technologies
Disruptive TechnologiesDisruptive Technologies
Disruptive Technologies
Ralph Köppen
 
Seize the Cloud - Proven Tactics From a Successful Service Provider
Seize the Cloud - Proven Tactics From a Successful Service ProviderSeize the Cloud - Proven Tactics From a Successful Service Provider
Seize the Cloud - Proven Tactics From a Successful Service Provider
CA Nimsoft
 

Similar to The vital role of AIOps in overcoming IT operational challenges - DEM11-SR - New York AWS Summit (20)

The vital role of AIOps in overcoming IT operational challenges - DEM07-SR - ...
The vital role of AIOps in overcoming IT operational challenges - DEM07-SR - ...The vital role of AIOps in overcoming IT operational challenges - DEM07-SR - ...
The vital role of AIOps in overcoming IT operational challenges - DEM07-SR - ...
 
Overcoming tomorrow's operational challenges with AIOps - DEM05-R1 - Santa Cl...
Overcoming tomorrow's operational challenges with AIOps - DEM05-R1 - Santa Cl...Overcoming tomorrow's operational challenges with AIOps - DEM05-R1 - Santa Cl...
Overcoming tomorrow's operational challenges with AIOps - DEM05-R1 - Santa Cl...
 
Storage as a service v4 eng
Storage as a service v4 engStorage as a service v4 eng
Storage as a service v4 eng
 
Pink Elephant and Axios Systems Webinar: How to unlock service excellence wit...
Pink Elephant and Axios Systems Webinar: How to unlock service excellence wit...Pink Elephant and Axios Systems Webinar: How to unlock service excellence wit...
Pink Elephant and Axios Systems Webinar: How to unlock service excellence wit...
 
Cisco Connect 2018 Thailand - Enabling the next gen data center transformatio...
Cisco Connect 2018 Thailand - Enabling the next gen data center transformatio...Cisco Connect 2018 Thailand - Enabling the next gen data center transformatio...
Cisco Connect 2018 Thailand - Enabling the next gen data center transformatio...
 
How Schneider Electric Assures Its Salesforce Lightning Migration with Thousa...
How Schneider Electric Assures Its Salesforce Lightning Migration with Thousa...How Schneider Electric Assures Its Salesforce Lightning Migration with Thousa...
How Schneider Electric Assures Its Salesforce Lightning Migration with Thousa...
 
Enabling a Smarter Infrastructure for your Cloud Environment - IBM Smarter Bu...
Enabling a Smarter Infrastructure for your Cloud Environment - IBM Smarter Bu...Enabling a Smarter Infrastructure for your Cloud Environment - IBM Smarter Bu...
Enabling a Smarter Infrastructure for your Cloud Environment - IBM Smarter Bu...
 
DACHNUG50 BigFix WorkspaceAndAutomation.pdf
DACHNUG50 BigFix WorkspaceAndAutomation.pdfDACHNUG50 BigFix WorkspaceAndAutomation.pdf
DACHNUG50 BigFix WorkspaceAndAutomation.pdf
 
How to develop a multi cloud strategy to accelerate digital transformation - ...
How to develop a multi cloud strategy to accelerate digital transformation - ...How to develop a multi cloud strategy to accelerate digital transformation - ...
How to develop a multi cloud strategy to accelerate digital transformation - ...
 
Quest Software - Dan Falconer
Quest Software - Dan FalconerQuest Software - Dan Falconer
Quest Software - Dan Falconer
 
Leveraging the Power of the ServiceNow® Platform with Mainframe and IBM i Sys...
Leveraging the Power of the ServiceNow® Platform with Mainframe and IBM i Sys...Leveraging the Power of the ServiceNow® Platform with Mainframe and IBM i Sys...
Leveraging the Power of the ServiceNow® Platform with Mainframe and IBM i Sys...
 
Cloud computing
Cloud computingCloud computing
Cloud computing
 
The z13 and The Mobile & Analytics Tsunami Hélène Lyon
The z13 and The Mobile & Analytics Tsunami Hélène LyonThe z13 and The Mobile & Analytics Tsunami Hélène Lyon
The z13 and The Mobile & Analytics Tsunami Hélène Lyon
 
2015 12-01 digital transformation in industrial automation sanitized
2015 12-01 digital transformation in industrial automation sanitized2015 12-01 digital transformation in industrial automation sanitized
2015 12-01 digital transformation in industrial automation sanitized
 
The New Style of Business
The New Style of Business The New Style of Business
The New Style of Business
 
4 REASONS TO LEAVE YOUR LEGACY REPORTING SOLUTION FOR JASPERSOFT
4 REASONS TO LEAVE YOUR LEGACY REPORTING SOLUTION FOR JASPERSOFT4 REASONS TO LEAVE YOUR LEGACY REPORTING SOLUTION FOR JASPERSOFT
4 REASONS TO LEAVE YOUR LEGACY REPORTING SOLUTION FOR JASPERSOFT
 
How to Balance System Speed and Risk for Multi-Platform Innovation
How to Balance System Speed and Risk for Multi-Platform InnovationHow to Balance System Speed and Risk for Multi-Platform Innovation
How to Balance System Speed and Risk for Multi-Platform Innovation
 
Ibm symp14 referenten_mike storzer_frank heimes_why infrastructure matters fo...
Ibm symp14 referenten_mike storzer_frank heimes_why infrastructure matters fo...Ibm symp14 referenten_mike storzer_frank heimes_why infrastructure matters fo...
Ibm symp14 referenten_mike storzer_frank heimes_why infrastructure matters fo...
 
Disruptive Technologies
Disruptive TechnologiesDisruptive Technologies
Disruptive Technologies
 
Seize the Cloud - Proven Tactics From a Successful Service Provider
Seize the Cloud - Proven Tactics From a Successful Service ProviderSeize the Cloud - Proven Tactics From a Successful Service Provider
Seize the Cloud - Proven Tactics From a Successful Service Provider
 

More from Amazon Web Services

Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Amazon Web Services
 
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Amazon Web Services
 
Esegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS FargateEsegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS Fargate
Amazon Web Services
 
Costruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWSCostruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWS
Amazon Web Services
 
Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot
Amazon Web Services
 
Open banking as a service
Open banking as a serviceOpen banking as a service
Open banking as a service
Amazon Web Services
 
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Amazon Web Services
 
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
Amazon Web Services
 
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows WorkloadsMicrosoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
Amazon Web Services
 
Computer Vision con AWS
Computer Vision con AWSComputer Vision con AWS
Computer Vision con AWS
Amazon Web Services
 
Database Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatareDatabase Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatare
Amazon Web Services
 
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJSCrea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
Amazon Web Services
 
API moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e webAPI moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e web
Amazon Web Services
 
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatareDatabase Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
Amazon Web Services
 
Tools for building your MVP on AWS
Tools for building your MVP on AWSTools for building your MVP on AWS
Tools for building your MVP on AWSAmazon Web Services
 
How to Build a Winning Pitch Deck
How to Build a Winning Pitch DeckHow to Build a Winning Pitch Deck
How to Build a Winning Pitch DeckAmazon Web Services
 
Building a web application without servers
Building a web application without serversBuilding a web application without servers
Building a web application without serversAmazon Web Services
 
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...Amazon Web Services
 
Introduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container ServiceIntroduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container Service
Amazon Web Services
 

More from Amazon Web Services (20)

Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
 
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
 
Esegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS FargateEsegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS Fargate
 
Costruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWSCostruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWS
 
Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot
 
Open banking as a service
Open banking as a serviceOpen banking as a service
Open banking as a service
 
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
 
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
 
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows WorkloadsMicrosoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
 
Computer Vision con AWS
Computer Vision con AWSComputer Vision con AWS
Computer Vision con AWS
 
Database Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatareDatabase Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatare
 
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJSCrea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
 
API moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e webAPI moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e web
 
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatareDatabase Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
 
Tools for building your MVP on AWS
Tools for building your MVP on AWSTools for building your MVP on AWS
Tools for building your MVP on AWS
 
How to Build a Winning Pitch Deck
How to Build a Winning Pitch DeckHow to Build a Winning Pitch Deck
How to Build a Winning Pitch Deck
 
Building a web application without servers
Building a web application without serversBuilding a web application without servers
Building a web application without servers
 
Fundraising Essentials
Fundraising EssentialsFundraising Essentials
Fundraising Essentials
 
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
 
Introduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container ServiceIntroduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container Service
 

The vital role of AIOps in overcoming IT operational challenges - DEM11-SR - New York AWS Summit

  • 1. The Vital Role of AIOps in Overcoming IT Operational Challenges Richard Whitehead, Chief Evangelist | Richard@Moogsoft.com11 July 2019 DEM11-SR
  • 2. © 2019 Moogsoft. All rights reserved. Mainframe Era Golden Distributed Computing Tarnished Software Defined Everything Monitoring Platforms Monolithic Suites ISV Platforms Patchwork, Open Source, Departmental Source Events Fixed ~10-20 eps Custom/Standard (SNMP) + Fixed ~100-1000 eps Chaotic, Unstructured ~1000-100,000 eps Configuration Static Time between change ~ days (TBC) Flexible TBC ~ hours Chaotic TBC <1 second Infrastructure Monolithic Single Vendor Multi vendor UNIX/IP/Windows Client Server Virtualized/Containers Fluid/UNIX/PRP/Mobile/Micro Services 1980s 1990s 2000s 2010s What Will Tomorrow Look Like?
  • 3. © 2019 Moogsoft. All rights reserved. The Economy Drives IT Form Follows Function… ...Function Follows Need Digital Transformation demands DevOps & Elastic Birth of the Mainframe on an American Airlines flight Deregulation drives the client/server to virtual transition
  • 4. © 2019 Moogsoft. All rights reserved. On-Demand Economy Mandates CONSTANT CHANGE & ZERO DOWNTIME In this Digitally Transformed World, We... Purchase Transact Interact Access
  • 5. © 2019 Moogsoft. All rights reserved. Scale • 105+ Moving Parts • 106+ Notifications • 109+ Data Points • 1012 → 10120+ Possible Failure Modes + Bounded by the estimated information content of the universe! Current and Future Demands Compulsion to Change Complexity • Reduction in the Unit of Compute • Mainframe → Server → VM → Container • Multiple Orders of Magnitude • Increase in Change Cycle • Fully Fluid CI/CD Cycle
  • 6. © 2019 Moogsoft. All rights reserved. Siloed teams and tools Too many alerts No context when an incident occurs No early warning DevOps lacks proactive assurance DATA INFORMATIONOverwhelmed by and a lack of Traditional IT Ops Caught Flat-Footed
  • 7. © 2019 Moogsoft. All rights reserved. 75-80% of IT organizations are siloed 95% of Alerts lack informational value >45% incidents involve “all hands” war room >73% incidents raised by end usersMany siloed war rooms DATA INFORMATIONOverwhelmed by and a lack of Traditional IT Ops Caught Flat-Footed
  • 8. © 2019 Moogsoft. All rights reserved. Evidence of Systematic Failure Troubling Trends: CIO Survey Results 74% Incidents detected by customers before support is aware 66% Existing monitoring solutions identify less than half of all performance issues or outages 59% Growing IT complexity is leading to more outages Greater Scale, Less Visibility
  • 9. © 2019 Moogsoft. All rights reserved. INCREASE frequency of change, stability and availability of IT services1 REDUCE resource operations workload and INCREASE productivity2 CONSOLIDATE tools3 MIGRATE to the cloud4 SUPPORT software-defined services5 SUPPORT microservices-based software architecture6 IT Ops Priorities Driven by Digital Transformation
  • 10. © 2019 Moogsoft. All rights reserved. AFTER State + Measurement Combined DATA EVENTS SYSTEM Data AI Feature Act • Fluid • High Scale • Determinate What to Do? SYSTEM EVENTS BEFORE “State” “Measurement” Analyze Act Measure Hypothesize RULES • Rigid • Low Scale • Indeterminate
  • 11. © 2019 Moogsoft. All rights reserved. Proactively and automatically detects incidents and probable root causes (reduces MTTD) Industrialized data ingestion from multiple sources Automatically resolves signals from alert noise Enables collaborative workflows (reduces MTTR and adverse business impact) Predictive insights (reduces support escalations and MTTR) Early detection, fewer tickets, reduced MTTR AIOps Agile and Proactive Event-to-Resolution Workflow Triggers automation to restore services AI AI AI AI AI
  • 12. © 2019 Moogsoft. All rights reserved. Typical AIOps Use Cases Time Topology Entropy TextABC
  • 13. © 2019 Moogsoft. All rights reserved. Collaboration RESOLUTION Learning Collaboration Situation Similarity Reduce MTTR through collaboration Inference SITUATIONS CAUSALITY Probable Root-Cause Vertex Entropy Reduce MTTD by pinpointing causality Discovery CORRELATION ABC Text Topology Time CLUSTERS Reduce workloads, time to act and business disruption by proactively detecting actionable issues TOPOLOGICAL GRAPH DATA Relevance 10101001 01001001 00110001 0101 <f(x),x1> <g(x),x1> INFORMATION RICH DATA STREAM ENTROPY Industrialize change by surfacing relevant alerts from noise Knowledge Recycling Capture experience, make it widely available Automating All Dimensions of AIOps
  • 14. © 2019 Moogsoft. All rights reserved. Level 0/NOC Operators • Improve efficiency by consolidating related alerts together • Reduce catch-n-dispatch activities AIOps Makes Your Teams Faster, Smarter, and More Productive Support SMEs & Developers • Pass incident resolution knowledge to lower support tiers • Collaborate across complex multi-disciplinary incidents IT Operations Managers • Delivery service-level state monitoring • Improve efficiency and job satisfaction • Identify and address repeating mundane work with run book automation Problem Managers • Investigate and problem-solve for frequently repeating P3-P5 incidents IT Senior Management • Achieve overall per-alert efforts reduction • Re-purpose the savings towards business’s bottom line
  • 15. © 2019 Moogsoft. All rights reserved. An AIOps Leader Innovation • Technology pioneers • +50 patents • $100M in funding since 2012 (Goldman Sachs, Cisco, Redpoint, Wing) Experience • Top tier team, 20+ yrs in the domain • Purpose built platform • 7th generation solution • Multiple products Value Transforming the economics for +130 of the Global 2000, across verticals
  • 16. © 2019 Moogsoft. All rights reserved. Entropy Time Language Topology Vertex Entropy Algorithmic Correlation Engine Feedback Probable Root Cause Alert Significance Timestamp Patterns Text value similarities Network proximity patterns Critical node identification Algorithms application with a deterministic policy Learnings from Ops behavior Root cause identification Our +50 Machine Learning Patents Make AI Valuable and Consumable ABC Correlation Noise Reduction Causality
  • 17. Thank You! Ph Richard Whitehead, Chief Evangelist | Richard@Moogsoft.com11 July 2019