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The Rise of Virtual
Data Architectures
Alexey Sidorov PhD
Data Management Director Denodo, Chief Evangelist
Data Anti-Gravity
Data Gravity : Move All Your Data into a Single …
Data Warehouse Data Lake Cloud
Reality : Data Anti-Gravity
Data Warehouse Data Lake Cloud
Several Data
Lakes
Several Data
Warehouses
Multi-Cloud
Three Major Data Anti-Gravity Forces
▪ Geography
▪ Ownership
▪ Technology
Logical Data Fabric
Reporting
Analitics
Data
Sources
Logical Data
Fabric
Query
DWH
Data
Lake
Graphs
Cloud
NoSQL
Zero Replication
Real-Time Reflection
Of Data
8
• How to Get More from Your Data in 2020, Jan 2020
A data fabric architecture is designed to stitch
together historical and current data across multiple
data silos to produce a uniform and unified business
view of the data.”
9
Logical Data
Fabric
Consumers
Data
Science
Machine
Learning
Artificial
Intelligence
Mobile
Applications
Predictive
Analytics
Business
Intelligence
Relational NoSQL Unstructured Docs Cloud Sensors IoT
Sources
Unified Data Security
Abstraction Layer
Universal Access Self-S
ervice
Data
Catalo
g
Data Mesh
11
• Should Your Application Consider Data Mesh Connectivity? May 2020
… data mesh allows data sources to remain distributed
and controlled by different organizations, but accessible
to a centralized application”
12
Data Mesh
Consumers
Data
Science
Machine
Learning
Artificial
Intelligence
Mobile
Applications
Predictive
Analytics
Business
Intelligence
Unified Data Security
Abstraction Layer
Universal Access Self-S
ervice
Data
Catalo
g
Data Domains
Owned by
Different Units or
Organizations
Multi-Cloud
14
• A Clear Multicloud Strategy Delivers Business Value, Apr 2018
• CIOs face the challenge of multicloud and of developing
an effective strategy to understand and manage the mix
of cloud resources upon which their businesses
depend.
15
▪ Multi-Cloud Architecture
On-prem
Data Center
16
Multi Cloud Data
Fabric
Consumers
Data
Science
Machine
Learning
Artificial
Intelligence
Mobile
Applications
Predictive
Analytics
Business
Intelligence
Unified Data Security
Abstraction Layer
Self-S
ervice
Data
Catalo
g
Universal Access
Sources
Cloud Data OnPrem Data
Cloud Data Cloud Data
Gartner - Logical Data Architecture
Stop Collecting
Start Connecting
Q & A

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