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Advancing Cloud, Analytics, and
Data Science with Logical Data Fabric
The Agile Data Management and Analytics Conference
2
#DenodoDataFest
Data Fabric Strategy Is Vital For Business
Innovation
• Vice President, Principal Analyst
• Forrester Research
N o el Yuha nna
3
3
© 2020 FORRESTER. REPRODUCTION PROHIBITED.
© 2020 Forrester. Reproduction Prohibited.
Data has become the most critical asset for any
business to succeed in this digital transformation era
Increases revenue
Retains customers
Delivers new products
and services
Enables innovation
51%
Commercializing
data!
Improves customer experience
Expand to new
markets
4
4
© 2020 FORRESTER. REPRODUCTION PROHIBITED.
© 2020 Forrester. Reproduction Prohibited.
But your data is spread across hybrid and multiple
clouds …. creating new data management challenges!
DB
ERP/CRM
Web Apps
Analytics
Insights
MF
eCommerce
Cloud - AWS
Big data Apps
Hadoop
Data
warehouse
Cloud - Azure
Cloud
apps
SaaS
Workday
SF
Cloud - Google
On-premises
AUSTIN
On-premises
AUSTIN
On-premises
NEW YORK
On-premises
NEW YORK
DB
DB
5
5
© 2020 FORRESTER. REPRODUCTION PROHIBITED.
© 2020 Forrester. Reproduction Prohibited.
Traditional data integration is failing to meet your current
business requirements …
DB
ERP/CRM
Web Apps
Analytics
Insights
DB
eCommerce
Cloud - AWS
Big data Apps
Hadoop
Data
warehouse
Cloud - Azure
Cloud
apps
SaaS
Workday
SF
Cloud - Google
On-premises
On-premises
On-premises
On-premises
DB
DB
ETL
ETL
Batch oriented
Only structured data
Static data sources
Not Agile Not real-time
Duplication of data
Time to value issue
Performance issues
Lack of SaaS sources
ETL
Challenges
6
© 2020 Forrester. Reproduction Prohibited.
Positive
Slowing down insights can impact decisions and can
even by harmful to the business ….
Business
value
Time to action
Data
originated
Analytics performed
Insights gleaned
Action
taken
Outdated
insights
Impotent or harmful
actions
Negative
Decision made
Poor decision
Traditional ETL/DI approaches
7
7
© 2019 FORRESTER. REPRODUCTION PROHIBITED.
178% more likely
to grow revenue
2.5 times more
likely to grow
revenue at 20% or
more.
Base: 1,376 global data and analytics decision
Source: Forrester Analytics Global Business Technographics® Data And Analytics Survey, 2019
In fact, Insights-driven firms that take accurate and
quicker decisions are …
8
8
Data
warehouse
Database
Source: Forrester Research
What businesses need is a new approach to
connecting data silos dynamically to support new and
emerging business needs…
On-premises Cloud
DEFINITION
FORRESTER
“Dynamically orchestrating disparate data sources intelligently
and securely in a self-service manner and leveraging various
data platforms to deliver integrated and trusted data to support
various applications, analytics, and use cases”
© 2020 FORRESTER. REPRODUCTION PROHIBITED.
Data fabric
10
© 2020 Forrester. Reproduction Prohibited.
Data fabric architecture
Data security
Data governance
Metadata/catalog
Data processing
Data quality
Data lineage
Data management
Global distributed platform, in-memory, embedded,
self-service, and APIs
Global data access
Data modeling, preparation, curation, and graph engine Data discovery
Transformation, integration, and cleansing Data orchestration
Ingestion, streaming, and data movement Data ingestion/streaming/
Data Virtualization
Data platform —
processing
Data processing/
persistence
Hadoop
NoSQL
Spark
Data lake
EDW/BDW
On-premises
Cloud Data sources
Policies
AI/ML
AI/ML
AI/ML
AI/ML
AI/ML
AI/ML
Source: Data Virtualization Or Data Fabric: Which Is Right For You? Forrester report
Data virtualization
11
© 2020 Forrester. Reproduction Prohibited.
Data virtualization is one of the top technologies being
leveraged to support data management …
“Which of the following are included in your plans for data management over the next 12 months?”
Base: 2154 data and analytics technology decision makers; Source: Forrester Analytics Global Business Technographics® Data And Analytics Survey, 2019
12
© 2020 Forrester. Reproduction Prohibited.
• Automating various data management functions – integration, transformation,
preparation, curation, security, governance and orchestration.
• Integrate across Hybrid and multi-clouds – offering rapid and on-demand
integration capabilities to accelerate insights and analytics.
• Broad set of use cases – Quickly responds to new business needs whether for
customer 360 or fraud analysis.
• Real-time data initiatives – Including supporting real-time analytics, critical
business applications, and insights.
• Centralizes data security and governance – Controlling who can access data
based on security policies.
Key capabilities of data fabric addresses the gaps in
legacy solutions….
13
© 2020 Forrester. Reproduction Prohibited.
• Customer 360 — personalization
• Customer intelligence — for upsell/cross-sell,
targeted marketing
• Fraud detection
• Risk assessment analytics
• Healthcare-related analytics and insights
• Financial-services related analytics
• Insurance-related analytics
• Retail-related analytics
• Telco-related analytics
• Others
Typical use cases for data fabric continue to expand …
14
© 2020 Forrester. Reproduction Prohibited.
• Agility: enables quick response to access from multiple sources
• Real-time data: access to information in real time
• No coding: No developers are required to start using it.
• Centralized: All data can be accessed at one location.
• Dynamic integration: brings together diverse sources
• Trusted data: provides consistent data for applications and insights
• Secure: leverages underlying security access controls to protect data
• Easy to use: does not require learning any new technology
• Self-service: can be leveraged by any business user
Key benefits of data virtualization are many …
15
Recommendations
❖ Create a team to succeed comprising of EA, data
engineers, security & analysts.
❖ Start with a few data sources to integrate, don’t
boil the lake.
❖ Leverage ML and AI to automate various layer of
data fabric
❖ Keep security in mind from start – ensuring
access controls, audits and monitoring.
❖ Leverage solutions that can help to accelerate
data fabric initiative.
© Copyright Denodo Technologies. All rights reserved
Unless otherwise specified, no part of this PDF file may be reproduced or utilized in any for or by any means, electronic or mechanical, including photocopying and microfilm, without prior the written
authorization from Denodo Technologies.

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Analyst Keynote: Forrester: Data Fabric Strategy is Vital for Business Innovation

  • 1. 1 Advancing Cloud, Analytics, and Data Science with Logical Data Fabric The Agile Data Management and Analytics Conference
  • 2. 2 #DenodoDataFest Data Fabric Strategy Is Vital For Business Innovation • Vice President, Principal Analyst • Forrester Research N o el Yuha nna
  • 3. 3 3 © 2020 FORRESTER. REPRODUCTION PROHIBITED. © 2020 Forrester. Reproduction Prohibited. Data has become the most critical asset for any business to succeed in this digital transformation era Increases revenue Retains customers Delivers new products and services Enables innovation 51% Commercializing data! Improves customer experience Expand to new markets
  • 4. 4 4 © 2020 FORRESTER. REPRODUCTION PROHIBITED. © 2020 Forrester. Reproduction Prohibited. But your data is spread across hybrid and multiple clouds …. creating new data management challenges! DB ERP/CRM Web Apps Analytics Insights MF eCommerce Cloud - AWS Big data Apps Hadoop Data warehouse Cloud - Azure Cloud apps SaaS Workday SF Cloud - Google On-premises AUSTIN On-premises AUSTIN On-premises NEW YORK On-premises NEW YORK DB DB
  • 5. 5 5 © 2020 FORRESTER. REPRODUCTION PROHIBITED. © 2020 Forrester. Reproduction Prohibited. Traditional data integration is failing to meet your current business requirements … DB ERP/CRM Web Apps Analytics Insights DB eCommerce Cloud - AWS Big data Apps Hadoop Data warehouse Cloud - Azure Cloud apps SaaS Workday SF Cloud - Google On-premises On-premises On-premises On-premises DB DB ETL ETL Batch oriented Only structured data Static data sources Not Agile Not real-time Duplication of data Time to value issue Performance issues Lack of SaaS sources ETL Challenges
  • 6. 6 © 2020 Forrester. Reproduction Prohibited. Positive Slowing down insights can impact decisions and can even by harmful to the business …. Business value Time to action Data originated Analytics performed Insights gleaned Action taken Outdated insights Impotent or harmful actions Negative Decision made Poor decision Traditional ETL/DI approaches
  • 7. 7 7 © 2019 FORRESTER. REPRODUCTION PROHIBITED. 178% more likely to grow revenue 2.5 times more likely to grow revenue at 20% or more. Base: 1,376 global data and analytics decision Source: Forrester Analytics Global Business Technographics® Data And Analytics Survey, 2019 In fact, Insights-driven firms that take accurate and quicker decisions are …
  • 8. 8 8 Data warehouse Database Source: Forrester Research What businesses need is a new approach to connecting data silos dynamically to support new and emerging business needs… On-premises Cloud
  • 9. DEFINITION FORRESTER “Dynamically orchestrating disparate data sources intelligently and securely in a self-service manner and leveraging various data platforms to deliver integrated and trusted data to support various applications, analytics, and use cases” © 2020 FORRESTER. REPRODUCTION PROHIBITED. Data fabric
  • 10. 10 © 2020 Forrester. Reproduction Prohibited. Data fabric architecture Data security Data governance Metadata/catalog Data processing Data quality Data lineage Data management Global distributed platform, in-memory, embedded, self-service, and APIs Global data access Data modeling, preparation, curation, and graph engine Data discovery Transformation, integration, and cleansing Data orchestration Ingestion, streaming, and data movement Data ingestion/streaming/ Data Virtualization Data platform — processing Data processing/ persistence Hadoop NoSQL Spark Data lake EDW/BDW On-premises Cloud Data sources Policies AI/ML AI/ML AI/ML AI/ML AI/ML AI/ML Source: Data Virtualization Or Data Fabric: Which Is Right For You? Forrester report Data virtualization
  • 11. 11 © 2020 Forrester. Reproduction Prohibited. Data virtualization is one of the top technologies being leveraged to support data management … “Which of the following are included in your plans for data management over the next 12 months?” Base: 2154 data and analytics technology decision makers; Source: Forrester Analytics Global Business Technographics® Data And Analytics Survey, 2019
  • 12. 12 © 2020 Forrester. Reproduction Prohibited. • Automating various data management functions – integration, transformation, preparation, curation, security, governance and orchestration. • Integrate across Hybrid and multi-clouds – offering rapid and on-demand integration capabilities to accelerate insights and analytics. • Broad set of use cases – Quickly responds to new business needs whether for customer 360 or fraud analysis. • Real-time data initiatives – Including supporting real-time analytics, critical business applications, and insights. • Centralizes data security and governance – Controlling who can access data based on security policies. Key capabilities of data fabric addresses the gaps in legacy solutions….
  • 13. 13 © 2020 Forrester. Reproduction Prohibited. • Customer 360 — personalization • Customer intelligence — for upsell/cross-sell, targeted marketing • Fraud detection • Risk assessment analytics • Healthcare-related analytics and insights • Financial-services related analytics • Insurance-related analytics • Retail-related analytics • Telco-related analytics • Others Typical use cases for data fabric continue to expand …
  • 14. 14 © 2020 Forrester. Reproduction Prohibited. • Agility: enables quick response to access from multiple sources • Real-time data: access to information in real time • No coding: No developers are required to start using it. • Centralized: All data can be accessed at one location. • Dynamic integration: brings together diverse sources • Trusted data: provides consistent data for applications and insights • Secure: leverages underlying security access controls to protect data • Easy to use: does not require learning any new technology • Self-service: can be leveraged by any business user Key benefits of data virtualization are many …
  • 15. 15 Recommendations ❖ Create a team to succeed comprising of EA, data engineers, security & analysts. ❖ Start with a few data sources to integrate, don’t boil the lake. ❖ Leverage ML and AI to automate various layer of data fabric ❖ Keep security in mind from start – ensuring access controls, audits and monitoring. ❖ Leverage solutions that can help to accelerate data fabric initiative.
  • 16. © Copyright Denodo Technologies. All rights reserved Unless otherwise specified, no part of this PDF file may be reproduced or utilized in any for or by any means, electronic or mechanical, including photocopying and microfilm, without prior the written authorization from Denodo Technologies.
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