SlideShare a Scribd company logo
Fast Track AIOps Automation
with Prebuilt Databots
Tejo Prayaga
Senior Director
CloudFabrix
Bhaskar Krishnamsetty
Chief Product Officer
CloudFabrix
Valerie O’Connell
Research Director
Enterprise Management Associates
Watch the On-Demand Webinar
• Fast Track AIOps Automation with Prebuilt Databots On-
Demand Webinar:
https://info.enterprisemanagement.com/fast-track-aiops-
automation-with-prebuilt-databots-webinar-ws
• Check out upcoming webinars from EMA here:
https://www.enterprisemanagement.com/freeResearch
Featured Speakers
Valerie came to EMA with decades of senior-level experience
in the effective marketing of technology. From strategic
positioning with practical go-to-market planning and
compelling messaging, Valerie works with her clients to drive
business. She excels at making the value proposition of complex
products clear in crowded markets and at equipping sales
forces to strike with precision.
© 2021 Enterprise Management Associates, Inc. 3
Bhaskar Krishnamsetty
Chief Product Officer
CloudFabrix
Valerie O’Connell
Research Director, EMA
Bhaskar has 25 years of experience in technology leadership,
engineering, marketing and product management. In his role as
Co-Founder and Chief Product Officer of CloudFabrix Software
Inc. Bhaskar is responsible for setting the strategic direction, with
the key focus in product development and organizational
planning.
Tejo is a high-growth product management & marketing leader
helping technology companies build, scale, and market
solutions that make a difference through the use of modern
technologies like data automation, artificial intelligence,
machine learning, microservices, cloud services, and more.
Tejo Prayaga
Senior Director
CloudFabrix
Valerie O’Connell
Research Director
Digital Service Executions
voconnell@enterprisemanagement.com
Fast Track AIOps Automation
with Prebuilt Databots
AIOps research perspectives
Research:
 AIOps Radar Q4 2020 (17
vendors and their deployments),
 AI(work)Ops Q2 2021 (global
survey of IT leaders 5,000+
employees).
Findings:
• AIOps = high-value initiative
• Digital transformation: drives
AIOps 40%, tightly coupled 27%,
integration planned 12%
• AI is the brains of AIOps, but
automation is the brawn
© 2021 Enterprise Management Associates, Inc. 5
| @ema_research
More than half of the respondents directly associate automation with AIOps.
More than 50% of all respondents state that automation is a C-suite
initiative, strategic across the organization. AIOps only rang in with a 32%
strategic rating.
The highest success levels come when both AIOps and automation are
viewed as strategic/enterprise-wide.
What does the term AIOps mean to you?
Automations supported by AIOps implementations
High-performing groups select more
automations, and at a higher rate
Automation breeds automation
Automation increases with
implementation experience
© 2021 Enterprise Management Associates, Inc. 6
| @ema_research
AIOps serves a lot of masters – IT and non-IT stakeholders
© 2021 Enterprise Management Associates, Inc. 7
| @ema_research
Cross-domain IT stakeholders supported through AIOps? Non-IT stakeholders supported through AIOps?
IT benefits of AIOps
© 2021 Enterprise Management Associates, Inc. 8
| @ema_research
Business benefits of AIOps
© 2021 Enterprise Management Associates, Inc. 9
| @ema_research
Value returned to the organization – AIOps is a self-funding proposition
© 2021 Enterprise Management Associates, Inc. 10
| @ema_research
How would you characterize the value AIOps brings to your organization relative to the cost?
The gains are not immediate or easy: implementation complexity
© 2021 Enterprise Management Associates, Inc. 11
No shortage of challenges to AIOps; if you take out cost, data is the #1 challenge to AIOps
© 2021 Enterprise Management Associates, Inc. 12
| @ema_research
Business data sources
© 2021 Enterprise Management Associates, Inc. 13
| @ema_research
What are the top business data sources that integrate with your AIOps implementation?
Data across many application types (average 4)
© 2021 Enterprise Management Associates, Inc. 14
| @ema_research
What types of applications are supported by AIOps?
In separate research, data was also a top challenge set to ESM implementation
© 2021 Enterprise Management Associates, Inc. 15
| @ema_research
Note: data is a top challenge in every IT automation initiative
So, data is either an obstacle or a shortcut
to get to AIOps benefits faster
© 2021 Enterprise Management Associates, Inc. 16
| @ema_research
Complexity Skills Resources Cost
Fast Track AIOps with
Prebuilt Bots
Q4-2021
cloudfabrix.com
18
© 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved
AIOps Fundamental Premise: Process Vast Amounts of Data
AIOps
Observability
Alerts, Events
Changes
Collaboration
Automation
BI / Reporting
Incidents
Topology
(Metrics, Logs, traces)
19
© 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved
Ok, What are the Top Data Challenges in AIOps
Data Access
and
Acquisition
Poor Data
Quality
Data Not Suitable
for AI/ML
Numerous Data
Integrations
Skillset
Gap
20
© 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved
Data Access
and
Acquisition
Poor Data
Quality
Data Not Suitable
for AI/ML
Numerous Data
Integrations
Skillset
Gap
How Traditional Implementations Attempt to Overcome These AIOps
Data Challenges - But Still Fall Short
Data Preparation
& Integration
Data Enrichment/
Changes
Use Cases/
Scenarios
Data Exploration/
Feature Analysis
Manual Manual Manual Limited
21
© 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved
How We are Solving these Data Challenges? - Bots & Automation
AIOps
Observability
Alerts, Events
Changes
Collaboration
Automation
BI / Reporting
Incidents
Assets/Topology
Data Preparation
& Integration
Data Enrichment/
Changes
Use Cases/
Scenarios
Data Exploration/
Feature Analysis
Automated Automated Automated Lot More
22
© 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved
Introducing Robotic Data Automation (RDA)
• Low code platform
• 500+ Integration & software Bots
• Inline IA/ML Bots
• Composable IT workflows
• DevOps agility to DataOps
• Democratizing IT analytics
23
© 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved
v
What is a Bot? We Have 500+ Bots Out of The Box
Data Bot
➔ Bot performs an atomic task
➔ Bots are repeatable, reusable
➔ Bots run in RDA platform
Key Bot Categories
@slack:post-message-to-channel
@awsv2:ec2:instances region="ap-south-1"
@dm:xml-to-json
Examples
Data Management
Bots
AI/ML
Bots
Integration
Bots
Streaming
Bots
Automation
Bots
And More ...
24
© 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved
Example: Cisco Integration Bots
*Upcoming
*Upcoming
25
© 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved
Example: AI/ML/NLP Bots using Integrations with Cloud Services
26
© 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved
What Can you Do in AIOps with These Prebuilt
Bots?
Data
Acquisition
Data
Enrichment
Data
Transformation
Data
Masking
Task
Automation
Data
Simulation
And a lot more ...
Exploratory
Data Analysis
Data
Integrity
27
© 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved
Bots Can work Together To Accomplish Complex
Workflows
Updates
Actions
AI/ML &
Analytics
Data Prep/
Transform
Data
Integration
Filter
Shape
Aggregate
Convert
Mask
...
AIOps Pipelines
Low
Code
No Specialized
Domain Skills Required
Address Lot More
Use cases
29
© 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved
Solution Packs Make It Even More Easier to Use
Bots
30
© 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved
AIOps Studio is where you can Interact with the
Bots
AIOps Studio
31
© 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved
How Our Customers are Fast Tracking AIOps with
These Bots
CMD
B
Exchange
Banking
Online
Financial
Reporting
Common
Infra
Config/
Assets
AIOps
Incidents
Key Success Metrics Without CFX RDA With CFX RDA
Data Integration 3 to 4 weeks 3 to 5 days
Data Preparation 5 to 6 weeks 5 to 7 days
Noise Reduction Analysis 2 to 3 weeks 2 to 3 days
Large
Financial
Organization
2 to 3 Months → 2 Weeks
Data Preparation and Integration
Data
Ingestion
Metadata
Discovery
Data Quality
Analysis
Data
Dispersion
Data
Enrichment
Data
Transformation
Data
Integration
Data Ops
32
© 2015 - 2021 CloudFabrix Software, Inc. All Rights Reserved
Let’s See How It Looks
33
© 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved
Key Benefits of AIOps Enabled with RDA Bots
Address a lot More
Use Cases
(Higher ROI)
Accelerate &
Simplify AIOps
(2X Faster)
Bring DevOps
Agility to AIOps
Faster
(Time to Market)
34
© 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved
Learn More and Get Started
https://roboticdata.ai/signup
https://youtu.be/Js67MUfNZHM
35
© 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved
Reach Out to Us
Email: contact@roboticdata.ai
Join Community:
https://roboticdata.ai/community/
Source: pexels.com

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Fast Track AIOps Automation with Prebuilt Databots

  • 1. Fast Track AIOps Automation with Prebuilt Databots Tejo Prayaga Senior Director CloudFabrix Bhaskar Krishnamsetty Chief Product Officer CloudFabrix Valerie O’Connell Research Director Enterprise Management Associates
  • 2. Watch the On-Demand Webinar • Fast Track AIOps Automation with Prebuilt Databots On- Demand Webinar: https://info.enterprisemanagement.com/fast-track-aiops- automation-with-prebuilt-databots-webinar-ws • Check out upcoming webinars from EMA here: https://www.enterprisemanagement.com/freeResearch
  • 3. Featured Speakers Valerie came to EMA with decades of senior-level experience in the effective marketing of technology. From strategic positioning with practical go-to-market planning and compelling messaging, Valerie works with her clients to drive business. She excels at making the value proposition of complex products clear in crowded markets and at equipping sales forces to strike with precision. © 2021 Enterprise Management Associates, Inc. 3 Bhaskar Krishnamsetty Chief Product Officer CloudFabrix Valerie O’Connell Research Director, EMA Bhaskar has 25 years of experience in technology leadership, engineering, marketing and product management. In his role as Co-Founder and Chief Product Officer of CloudFabrix Software Inc. Bhaskar is responsible for setting the strategic direction, with the key focus in product development and organizational planning. Tejo is a high-growth product management & marketing leader helping technology companies build, scale, and market solutions that make a difference through the use of modern technologies like data automation, artificial intelligence, machine learning, microservices, cloud services, and more. Tejo Prayaga Senior Director CloudFabrix
  • 4. Valerie O’Connell Research Director Digital Service Executions voconnell@enterprisemanagement.com Fast Track AIOps Automation with Prebuilt Databots
  • 5. AIOps research perspectives Research:  AIOps Radar Q4 2020 (17 vendors and their deployments),  AI(work)Ops Q2 2021 (global survey of IT leaders 5,000+ employees). Findings: • AIOps = high-value initiative • Digital transformation: drives AIOps 40%, tightly coupled 27%, integration planned 12% • AI is the brains of AIOps, but automation is the brawn © 2021 Enterprise Management Associates, Inc. 5 | @ema_research More than half of the respondents directly associate automation with AIOps. More than 50% of all respondents state that automation is a C-suite initiative, strategic across the organization. AIOps only rang in with a 32% strategic rating. The highest success levels come when both AIOps and automation are viewed as strategic/enterprise-wide. What does the term AIOps mean to you?
  • 6. Automations supported by AIOps implementations High-performing groups select more automations, and at a higher rate Automation breeds automation Automation increases with implementation experience © 2021 Enterprise Management Associates, Inc. 6 | @ema_research
  • 7. AIOps serves a lot of masters – IT and non-IT stakeholders © 2021 Enterprise Management Associates, Inc. 7 | @ema_research Cross-domain IT stakeholders supported through AIOps? Non-IT stakeholders supported through AIOps?
  • 8. IT benefits of AIOps © 2021 Enterprise Management Associates, Inc. 8 | @ema_research
  • 9. Business benefits of AIOps © 2021 Enterprise Management Associates, Inc. 9 | @ema_research
  • 10. Value returned to the organization – AIOps is a self-funding proposition © 2021 Enterprise Management Associates, Inc. 10 | @ema_research How would you characterize the value AIOps brings to your organization relative to the cost?
  • 11. The gains are not immediate or easy: implementation complexity © 2021 Enterprise Management Associates, Inc. 11
  • 12. No shortage of challenges to AIOps; if you take out cost, data is the #1 challenge to AIOps © 2021 Enterprise Management Associates, Inc. 12 | @ema_research
  • 13. Business data sources © 2021 Enterprise Management Associates, Inc. 13 | @ema_research What are the top business data sources that integrate with your AIOps implementation?
  • 14. Data across many application types (average 4) © 2021 Enterprise Management Associates, Inc. 14 | @ema_research What types of applications are supported by AIOps?
  • 15. In separate research, data was also a top challenge set to ESM implementation © 2021 Enterprise Management Associates, Inc. 15 | @ema_research Note: data is a top challenge in every IT automation initiative
  • 16. So, data is either an obstacle or a shortcut to get to AIOps benefits faster © 2021 Enterprise Management Associates, Inc. 16 | @ema_research Complexity Skills Resources Cost
  • 17. Fast Track AIOps with Prebuilt Bots Q4-2021 cloudfabrix.com
  • 18. 18 © 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved AIOps Fundamental Premise: Process Vast Amounts of Data AIOps Observability Alerts, Events Changes Collaboration Automation BI / Reporting Incidents Topology (Metrics, Logs, traces)
  • 19. 19 © 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved Ok, What are the Top Data Challenges in AIOps Data Access and Acquisition Poor Data Quality Data Not Suitable for AI/ML Numerous Data Integrations Skillset Gap
  • 20. 20 © 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved Data Access and Acquisition Poor Data Quality Data Not Suitable for AI/ML Numerous Data Integrations Skillset Gap How Traditional Implementations Attempt to Overcome These AIOps Data Challenges - But Still Fall Short Data Preparation & Integration Data Enrichment/ Changes Use Cases/ Scenarios Data Exploration/ Feature Analysis Manual Manual Manual Limited
  • 21. 21 © 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved How We are Solving these Data Challenges? - Bots & Automation AIOps Observability Alerts, Events Changes Collaboration Automation BI / Reporting Incidents Assets/Topology Data Preparation & Integration Data Enrichment/ Changes Use Cases/ Scenarios Data Exploration/ Feature Analysis Automated Automated Automated Lot More
  • 22. 22 © 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved Introducing Robotic Data Automation (RDA) • Low code platform • 500+ Integration & software Bots • Inline IA/ML Bots • Composable IT workflows • DevOps agility to DataOps • Democratizing IT analytics
  • 23. 23 © 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved v What is a Bot? We Have 500+ Bots Out of The Box Data Bot ➔ Bot performs an atomic task ➔ Bots are repeatable, reusable ➔ Bots run in RDA platform Key Bot Categories @slack:post-message-to-channel @awsv2:ec2:instances region="ap-south-1" @dm:xml-to-json Examples Data Management Bots AI/ML Bots Integration Bots Streaming Bots Automation Bots And More ...
  • 24. 24 © 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved Example: Cisco Integration Bots *Upcoming *Upcoming
  • 25. 25 © 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved Example: AI/ML/NLP Bots using Integrations with Cloud Services
  • 26. 26 © 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved What Can you Do in AIOps with These Prebuilt Bots? Data Acquisition Data Enrichment Data Transformation Data Masking Task Automation Data Simulation And a lot more ... Exploratory Data Analysis Data Integrity
  • 27. 27 © 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved Bots Can work Together To Accomplish Complex Workflows Updates Actions AI/ML & Analytics Data Prep/ Transform Data Integration Filter Shape Aggregate Convert Mask ... AIOps Pipelines Low Code No Specialized Domain Skills Required Address Lot More Use cases
  • 28. 29 © 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved Solution Packs Make It Even More Easier to Use Bots
  • 29. 30 © 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved AIOps Studio is where you can Interact with the Bots AIOps Studio
  • 30. 31 © 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved How Our Customers are Fast Tracking AIOps with These Bots CMD B Exchange Banking Online Financial Reporting Common Infra Config/ Assets AIOps Incidents Key Success Metrics Without CFX RDA With CFX RDA Data Integration 3 to 4 weeks 3 to 5 days Data Preparation 5 to 6 weeks 5 to 7 days Noise Reduction Analysis 2 to 3 weeks 2 to 3 days Large Financial Organization 2 to 3 Months → 2 Weeks Data Preparation and Integration Data Ingestion Metadata Discovery Data Quality Analysis Data Dispersion Data Enrichment Data Transformation Data Integration Data Ops
  • 31. 32 © 2015 - 2021 CloudFabrix Software, Inc. All Rights Reserved Let’s See How It Looks
  • 32. 33 © 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved Key Benefits of AIOps Enabled with RDA Bots Address a lot More Use Cases (Higher ROI) Accelerate & Simplify AIOps (2X Faster) Bring DevOps Agility to AIOps Faster (Time to Market)
  • 33. 34 © 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved Learn More and Get Started https://roboticdata.ai/signup https://youtu.be/Js67MUfNZHM
  • 34. 35 © 2015 – 2021 CloudFabrix Software, Inc. All Rights Reserved Reach Out to Us Email: contact@roboticdata.ai Join Community: https://roboticdata.ai/community/ Source: pexels.com