尊敬的 微信汇率:1円 ≈ 0.046166 元 支付宝汇率:1円 ≈ 0.046257元 [退出登录]
SlideShare a Scribd company logo
EMEA WEBINARS
Data Virtualization
Introduction and Business Value
Speakers
Paul Moxon
SVP Data Architecture & Chief Evangelist
Denodo
Director, EMEA Sales Engineering
Denodo
Mark Pritchard
Agenda1. The Need for Adaptive Data Architectures
2. What is Data Virtualization?
3. Benefits of Data Virtualization
4. Denodo Platform 8.0 Demo
5. Key Takeaways
6. Q&A
7. Next Steps
4
Data Integration – A Journey Through Time…
S
Data
Sources
Data Ingestion
Staging S
Data Transformation
External
Data
Consumers
Web Logs,
Click stream
GEO location
data
Social
Networks
Sensor
data
Machine
Generated
New Data Sources
5
Typical Data Architecture
6
Typical Data Architecture
7
Adaptive Data Architectures
• Organizations need an adaptive data architecture
• An architecture that can flex and adapt to new technologies, new data sources, new formats,
new protocols, new data uses, etc. while minimizing the impact on the consumers
• Future-proofs the architecture
• We can’t predict what technologies will emerge in next 3-5 years (or 5-10 years), but we can
build architectures that will accommodate them
• Allows users to access new data, new technologies using existing, familiar tools
• e.g. read data from a Parquet file using Excel (via the Data Virtualization Platform)
• A Data Fabric – built on Data Virtualization – provides this adaptability and protects your
existing technology investments and de-risks the adoption of new, emerging technologies
8
Adaptive Data Architecture
Reporting
Analytics
Data Science
Data Market Place
Data Monetization
AI/ML
iPaaS
Kafka
ETL
CDC
Sqoop
Flume
RawDataZoneStagingArea
CuratedDataZoneCoreDWHmodel
Data Warehouse
Data Lake
Data Virtualization Platform
Analytical Views
Data Science Views
λ Views
Real-Time Views
DWH Views
Hybrid Views
Cloud Views
UniversalCatalogofDataServices
CentralizedAccessControl
Enterprise Data Fabric
9
Source: “Gartner Market Guide for Data Virtualization, November 16, 2018”
Data virtualization can be used to create virtualized and integrated views
of data in-memory rather than executing data movement and physically
storing integrated views in a target data structure. It provides a layer of
abstraction above the physical implementation of data, to simplify query
logic.
10
What is Data Virtualization?
Consume
in business applications
Combine
related data into views
Connect
to disparate data sources
2
3
1
DATA CONSUMERS
DISPARATE DATA SOURCES
Enterprise Applications, Reporting, BI, Portals, ESB, Mobile, Web, Users
Databases & Warehouses, Cloud/Saas Applications, Big Data, NoSQL, Web, XML, Excel, PDF, Word...
Analytical Operational
Less StructuredMore Structured
CONNECT COMBINE PUBLISH
Multiple Protocols,
Formats
Query, Search,
Browse
Request/Reply,
Event Driven
Secure
Delivery
SQL,
MDX
Web
Services
Big Data
APIs
Web Automation
and Indexing
CONNECT COMBINE CONSUME
Share, Deliver,
Publish, Govern,
Collaborate
Discover, Transform,
Prepare, Improve
Quality, Integrate
Normalized views of
disparate data
“Data virtualization
integrates disparate
data sources in real
time or near-real
time to meet
demands for
analytics and
transactional data.”
– Create a Road Map For
A Real-time, Agile, Self-
Service Data Platform,
Forrester Research, Dec
16, 2015
11
How Does It Work?
Development
Lifecycle Mgmt
Monitoring & Audit
Governance
Security
Development Tools
and SDK
Scheduled Tasks
Data Caching
Query Optimizer
JDBC/ODBC/ADO.Net SOAP / REST WS
U
Customer 360
View
Virtual Data
Mart View
J
Application
Layer
Business
Layer
Unified View Unified ViewUnified ViewUnified View
A
J
J
Derived View Derived View
J
JS
Transformation
& Cleansing
Data
Source
Layer
Base
View
Base
View
Base
View
Base
View
Base
View
Base
View
Base
View
Abstraction
12
Data Virtualization Connects the Users to the Data That They Need
1. Data Virtualization allows you to connect to (almost) any data source
2. You can combine and transform that data into the format needed by the consumer
3. The data can be exposed to the consumers in a format and interface that is usable
by them
• Typically consumers use the tools that they already use – they don’t have to learn new tools
and skills to access the data
4. All of this can be done without copying or moving the data
• The data stays in the original sources (databases, applications, files, etc.) and is retrieved, in
real-time, on demand
Cliffs Notes version (TL;DR)
13
Decoupling Business from IT
IT: Flexible Source Architecture
Business: Flexible
Tool Choice
IT can now
move at slower
speed without
affecting the
business
Business can now
make faster and
more
sophisticated
decisions as all
data accessible
by any tool of
choice
14
Benefits of Using Data Virtualization
• For Business Users
• Simplicity: Users don’t need to navigate the complexity of the architecture. Where is
data (on-prem, cloud, multi-cloud)? How to Access it? Which location has priority?
• Agility: All data is securely delivered from a single (virtual) system
• Accessibility: Data is accessible in a variety of formats (SQL, REST, OData, GraphQL)
and in a web-based Data Catalog, regardless of original format and location
• Common Semantic Layer: All users see the same definitions and data, providing data
consistency
• Governed Self-Service: Users can use their own tools (BYOT) to access and query the
data that is governed, secure, and trusted data.
15
Benefits of Using Data Virtualization
• For IT
• Abstraction: Decouples storage and processing engines from the delivery of data
• Flexibility: Allows IT to change technologies and move data without service
interruptions
• Security: Centralized governance and security controls for all data assets
• Governance: The data accessed by the users can be governed, secured, and managed
so that users are accessing known, trusted, and approved data sets.
• Accelerated Delivery: As data is not be replicated to a staging area or data mart for
use, it is significantly quicker (up to 90% quicker) to deliver the data needed by the
users.
16
Data Virtualization Use Cases
From Data Storage & Management, to Data Consumers, going through Data Governance & Security
Real-time
Decisions
K.Y.C.
(Customer 360)
Self-Service
Analytics
Data Science
(ML & AI)
Apps
(Mobile & web)
Mergers &
Acquisitions
Data
Marketplace
Compliance
(IFRS17, GRC)
Data
Security
APIfication
(& SQLification)
Semantic
Layer
Agility
& Simplicity
Real-time
Delivery
Data
Abstraction
Zero
Replication
Data
Governance
Sophisticated
Optimizations
Logical Data
Warehouse
Enterprise
Data Fabric
Hybrid
Data Fabric
Data
Integration
Cloud
Modernization
Refactoring &
Replatforming
Data Consumption
Data Storage & Management
Data Governance, Manipulation & Access
Sales
HR
Executive
Marketing Apps/API
Data Science
AI/ML
17
Denodo Platform 8.0 Demo
18
Demo Scenario
Distributed Data:
▪ Historical sales data offloaded to
Hadoop cluster for cheaper storage
▪ Marketing campaigns managed in an
external cloud app
▪ Customer details table, stored in the
DW
1) On-board and expose distributed data
through a single logical layer.
2) Publish a logical view calculating the
impact of a new marketing campaign by
country?
Sources
Combine,
Transform
&
Integrate
Consume
Base View
Source
Abstraction
Sales Campaign Customer
Sales Evolution
Key Takeaways
1. Information architectures are getting more
complex, more diverse, and more distributed.
2. Traditional technologies and data replication don’t
cut it anymore.
3. Data virtualization makes it quick and easy to
expose data from multiple source to your users
while still maintaining governance and security…
4. …and enables a wide range of use cases; from self-
service analytics to data marketplaces to
regulatory reporting and compliance.
Key Takeaways
Q&A
22
Next Steps
Access Denodo Platform in the Cloud!
Take a Test Drive today!
www.denodo.com/TestDrive
GET STARTED TODAY
www.denodo.com info@denodo.com
© 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.

More Related Content

What's hot

Learn to Use Databricks for Data Science
Learn to Use Databricks for Data ScienceLearn to Use Databricks for Data Science
Learn to Use Databricks for Data Science
Databricks
 
5 Critical Steps to Clean Your Data Swamp When Migrating Off of Hadoop
5 Critical Steps to Clean Your Data Swamp When Migrating Off of Hadoop5 Critical Steps to Clean Your Data Swamp When Migrating Off of Hadoop
5 Critical Steps to Clean Your Data Swamp When Migrating Off of Hadoop
Databricks
 
Liberating data with Talend Data Catalog
Liberating data with Talend Data CatalogLiberating data with Talend Data Catalog
Liberating data with Talend Data Catalog
Jean-Michel Franco
 
Modernizing to a Cloud Data Architecture
Modernizing to a Cloud Data ArchitectureModernizing to a Cloud Data Architecture
Modernizing to a Cloud Data Architecture
Databricks
 
adb.pdf
adb.pdfadb.pdf
Snowflake: Your Data. No Limits (Session sponsored by Snowflake) - AWS Summit...
Snowflake: Your Data. No Limits (Session sponsored by Snowflake) - AWS Summit...Snowflake: Your Data. No Limits (Session sponsored by Snowflake) - AWS Summit...
Snowflake: Your Data. No Limits (Session sponsored by Snowflake) - AWS Summit...
Amazon Web Services
 
Modern Data architecture Design
Modern Data architecture DesignModern Data architecture Design
Modern Data architecture Design
Kujambu Murugesan
 
Snowflake for Data Engineering
Snowflake for Data EngineeringSnowflake for Data Engineering
Snowflake for Data Engineering
Harald Erb
 
Data lake benefits
Data lake benefitsData lake benefits
Data lake benefits
Ricky Barron
 
Data Migration to Azure
Data Migration to AzureData Migration to Azure
Data Migration to Azure
Sanjay B. Bhakta
 
Databricks Fundamentals
Databricks FundamentalsDatabricks Fundamentals
Databricks Fundamentals
Dalibor Wijas
 
Microsoft cloud big data strategy
Microsoft cloud big data strategyMicrosoft cloud big data strategy
Microsoft cloud big data strategy
James Serra
 
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DATAVERSITY
 
Zero to Snowflake Presentation
Zero to Snowflake Presentation Zero to Snowflake Presentation
Zero to Snowflake Presentation
Brett VanderPlaats
 
Microsoft Fabric Intro D Koutsanastasis
Microsoft Fabric Intro D KoutsanastasisMicrosoft Fabric Intro D Koutsanastasis
Microsoft Fabric Intro D Koutsanastasis
Uni Systems S.M.S.A.
 
Data Warehouse Design and Best Practices
Data Warehouse Design and Best PracticesData Warehouse Design and Best Practices
Data Warehouse Design and Best Practices
Ivo Andreev
 
Putting the Ops in DataOps: Orchestrate the Flow of Data Across Data Pipelines
Putting the Ops in DataOps: Orchestrate the Flow of Data Across Data PipelinesPutting the Ops in DataOps: Orchestrate the Flow of Data Across Data Pipelines
Putting the Ops in DataOps: Orchestrate the Flow of Data Across Data Pipelines
DATAVERSITY
 
Data Lakehouse Symposium | Day 1 | Part 2
Data Lakehouse Symposium | Day 1 | Part 2Data Lakehouse Symposium | Day 1 | Part 2
Data Lakehouse Symposium | Day 1 | Part 2
Databricks
 
Data Virtualization: An Introduction
Data Virtualization: An IntroductionData Virtualization: An Introduction
Data Virtualization: An Introduction
Denodo
 
Best Practices in Metadata Management
Best Practices in Metadata ManagementBest Practices in Metadata Management
Best Practices in Metadata Management
DATAVERSITY
 

What's hot (20)

Learn to Use Databricks for Data Science
Learn to Use Databricks for Data ScienceLearn to Use Databricks for Data Science
Learn to Use Databricks for Data Science
 
5 Critical Steps to Clean Your Data Swamp When Migrating Off of Hadoop
5 Critical Steps to Clean Your Data Swamp When Migrating Off of Hadoop5 Critical Steps to Clean Your Data Swamp When Migrating Off of Hadoop
5 Critical Steps to Clean Your Data Swamp When Migrating Off of Hadoop
 
Liberating data with Talend Data Catalog
Liberating data with Talend Data CatalogLiberating data with Talend Data Catalog
Liberating data with Talend Data Catalog
 
Modernizing to a Cloud Data Architecture
Modernizing to a Cloud Data ArchitectureModernizing to a Cloud Data Architecture
Modernizing to a Cloud Data Architecture
 
adb.pdf
adb.pdfadb.pdf
adb.pdf
 
Snowflake: Your Data. No Limits (Session sponsored by Snowflake) - AWS Summit...
Snowflake: Your Data. No Limits (Session sponsored by Snowflake) - AWS Summit...Snowflake: Your Data. No Limits (Session sponsored by Snowflake) - AWS Summit...
Snowflake: Your Data. No Limits (Session sponsored by Snowflake) - AWS Summit...
 
Modern Data architecture Design
Modern Data architecture DesignModern Data architecture Design
Modern Data architecture Design
 
Snowflake for Data Engineering
Snowflake for Data EngineeringSnowflake for Data Engineering
Snowflake for Data Engineering
 
Data lake benefits
Data lake benefitsData lake benefits
Data lake benefits
 
Data Migration to Azure
Data Migration to AzureData Migration to Azure
Data Migration to Azure
 
Databricks Fundamentals
Databricks FundamentalsDatabricks Fundamentals
Databricks Fundamentals
 
Microsoft cloud big data strategy
Microsoft cloud big data strategyMicrosoft cloud big data strategy
Microsoft cloud big data strategy
 
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
 
Zero to Snowflake Presentation
Zero to Snowflake Presentation Zero to Snowflake Presentation
Zero to Snowflake Presentation
 
Microsoft Fabric Intro D Koutsanastasis
Microsoft Fabric Intro D KoutsanastasisMicrosoft Fabric Intro D Koutsanastasis
Microsoft Fabric Intro D Koutsanastasis
 
Data Warehouse Design and Best Practices
Data Warehouse Design and Best PracticesData Warehouse Design and Best Practices
Data Warehouse Design and Best Practices
 
Putting the Ops in DataOps: Orchestrate the Flow of Data Across Data Pipelines
Putting the Ops in DataOps: Orchestrate the Flow of Data Across Data PipelinesPutting the Ops in DataOps: Orchestrate the Flow of Data Across Data Pipelines
Putting the Ops in DataOps: Orchestrate the Flow of Data Across Data Pipelines
 
Data Lakehouse Symposium | Day 1 | Part 2
Data Lakehouse Symposium | Day 1 | Part 2Data Lakehouse Symposium | Day 1 | Part 2
Data Lakehouse Symposium | Day 1 | Part 2
 
Data Virtualization: An Introduction
Data Virtualization: An IntroductionData Virtualization: An Introduction
Data Virtualization: An Introduction
 
Best Practices in Metadata Management
Best Practices in Metadata ManagementBest Practices in Metadata Management
Best Practices in Metadata Management
 

Similar to Data Virtualization: Introduction and Business Value (UK)

Modern Data Management for Federal Modernization
Modern Data Management for Federal ModernizationModern Data Management for Federal Modernization
Modern Data Management for Federal Modernization
Denodo
 
Denodo Partner Connect: A Review of the Top 5 Differentiated Use Cases for th...
Denodo Partner Connect: A Review of the Top 5 Differentiated Use Cases for th...Denodo Partner Connect: A Review of the Top 5 Differentiated Use Cases for th...
Denodo Partner Connect: A Review of the Top 5 Differentiated Use Cases for th...
Denodo
 
Fast Data Strategy Houston Roadshow Presentation
Fast Data Strategy Houston Roadshow PresentationFast Data Strategy Houston Roadshow Presentation
Fast Data Strategy Houston Roadshow Presentation
Denodo
 
Data Virtualization. An Introduction (ASEAN)
Data Virtualization. An Introduction (ASEAN)Data Virtualization. An Introduction (ASEAN)
Data Virtualization. An Introduction (ASEAN)
Denodo
 
Data Virtualization: An Introduction
Data Virtualization: An IntroductionData Virtualization: An Introduction
Data Virtualization: An Introduction
Denodo
 
A Logical Architecture is Always a Flexible Architecture (ASEAN)
A Logical Architecture is Always a Flexible Architecture (ASEAN)A Logical Architecture is Always a Flexible Architecture (ASEAN)
A Logical Architecture is Always a Flexible Architecture (ASEAN)
Denodo
 
How to Swiftly Operationalize the Data Lake for Advanced Analytics Using a Lo...
How to Swiftly Operationalize the Data Lake for Advanced Analytics Using a Lo...How to Swiftly Operationalize the Data Lake for Advanced Analytics Using a Lo...
How to Swiftly Operationalize the Data Lake for Advanced Analytics Using a Lo...
Denodo
 
Data Virtualization: An Introduction
Data Virtualization: An IntroductionData Virtualization: An Introduction
Data Virtualization: An Introduction
Denodo
 
Your Data is Waiting. What are the Top 5 Trends for Data in 2022? (ASEAN)
Your Data is Waiting. What are the Top 5 Trends for Data in 2022? (ASEAN)Your Data is Waiting. What are the Top 5 Trends for Data in 2022? (ASEAN)
Your Data is Waiting. What are the Top 5 Trends for Data in 2022? (ASEAN)
Denodo
 
Data virtualization an introduction
Data virtualization an introductionData virtualization an introduction
Data virtualization an introduction
Denodo
 
Why Data Virtualization? An Introduction
Why Data Virtualization? An IntroductionWhy Data Virtualization? An Introduction
Why Data Virtualization? An Introduction
Denodo
 
Data Ninja Webinar Series: Realizing the Promise of Data Lakes
Data Ninja Webinar Series: Realizing the Promise of Data LakesData Ninja Webinar Series: Realizing the Promise of Data Lakes
Data Ninja Webinar Series: Realizing the Promise of Data Lakes
Denodo
 
Accelerate Migration to the Cloud using Data Virtualization (APAC)
Accelerate Migration to the Cloud using Data Virtualization (APAC)Accelerate Migration to the Cloud using Data Virtualization (APAC)
Accelerate Migration to the Cloud using Data Virtualization (APAC)
Denodo
 
Data Virtualization: From Zero to Hero
Data Virtualization: From Zero to HeroData Virtualization: From Zero to Hero
Data Virtualization: From Zero to Hero
Denodo
 
Innovative and Agile Data Delivery, using 'A Logical Data Fabric'
Innovative and Agile Data Delivery, using 'A Logical Data Fabric'Innovative and Agile Data Delivery, using 'A Logical Data Fabric'
Innovative and Agile Data Delivery, using 'A Logical Data Fabric'
Denodo
 
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
Denodo
 
Data Fabric - Why Should Organizations Implement a Logical and Not a Physical...
Data Fabric - Why Should Organizations Implement a Logical and Not a Physical...Data Fabric - Why Should Organizations Implement a Logical and Not a Physical...
Data Fabric - Why Should Organizations Implement a Logical and Not a Physical...
Denodo
 
Virtualisation de données : Enjeux, Usages & Bénéfices
Virtualisation de données : Enjeux, Usages & BénéficesVirtualisation de données : Enjeux, Usages & Bénéfices
Virtualisation de données : Enjeux, Usages & Bénéfices
Denodo
 
Next Gen Analytics Going Beyond Data Warehouse
Next Gen Analytics Going Beyond Data WarehouseNext Gen Analytics Going Beyond Data Warehouse
Next Gen Analytics Going Beyond Data Warehouse
Denodo
 
Simplifying Your Cloud Architecture with a Logical Data Fabric (APAC)
Simplifying Your Cloud Architecture with a Logical Data Fabric (APAC)Simplifying Your Cloud Architecture with a Logical Data Fabric (APAC)
Simplifying Your Cloud Architecture with a Logical Data Fabric (APAC)
Denodo
 

Similar to Data Virtualization: Introduction and Business Value (UK) (20)

Modern Data Management for Federal Modernization
Modern Data Management for Federal ModernizationModern Data Management for Federal Modernization
Modern Data Management for Federal Modernization
 
Denodo Partner Connect: A Review of the Top 5 Differentiated Use Cases for th...
Denodo Partner Connect: A Review of the Top 5 Differentiated Use Cases for th...Denodo Partner Connect: A Review of the Top 5 Differentiated Use Cases for th...
Denodo Partner Connect: A Review of the Top 5 Differentiated Use Cases for th...
 
Fast Data Strategy Houston Roadshow Presentation
Fast Data Strategy Houston Roadshow PresentationFast Data Strategy Houston Roadshow Presentation
Fast Data Strategy Houston Roadshow Presentation
 
Data Virtualization. An Introduction (ASEAN)
Data Virtualization. An Introduction (ASEAN)Data Virtualization. An Introduction (ASEAN)
Data Virtualization. An Introduction (ASEAN)
 
Data Virtualization: An Introduction
Data Virtualization: An IntroductionData Virtualization: An Introduction
Data Virtualization: An Introduction
 
A Logical Architecture is Always a Flexible Architecture (ASEAN)
A Logical Architecture is Always a Flexible Architecture (ASEAN)A Logical Architecture is Always a Flexible Architecture (ASEAN)
A Logical Architecture is Always a Flexible Architecture (ASEAN)
 
How to Swiftly Operationalize the Data Lake for Advanced Analytics Using a Lo...
How to Swiftly Operationalize the Data Lake for Advanced Analytics Using a Lo...How to Swiftly Operationalize the Data Lake for Advanced Analytics Using a Lo...
How to Swiftly Operationalize the Data Lake for Advanced Analytics Using a Lo...
 
Data Virtualization: An Introduction
Data Virtualization: An IntroductionData Virtualization: An Introduction
Data Virtualization: An Introduction
 
Your Data is Waiting. What are the Top 5 Trends for Data in 2022? (ASEAN)
Your Data is Waiting. What are the Top 5 Trends for Data in 2022? (ASEAN)Your Data is Waiting. What are the Top 5 Trends for Data in 2022? (ASEAN)
Your Data is Waiting. What are the Top 5 Trends for Data in 2022? (ASEAN)
 
Data virtualization an introduction
Data virtualization an introductionData virtualization an introduction
Data virtualization an introduction
 
Why Data Virtualization? An Introduction
Why Data Virtualization? An IntroductionWhy Data Virtualization? An Introduction
Why Data Virtualization? An Introduction
 
Data Ninja Webinar Series: Realizing the Promise of Data Lakes
Data Ninja Webinar Series: Realizing the Promise of Data LakesData Ninja Webinar Series: Realizing the Promise of Data Lakes
Data Ninja Webinar Series: Realizing the Promise of Data Lakes
 
Accelerate Migration to the Cloud using Data Virtualization (APAC)
Accelerate Migration to the Cloud using Data Virtualization (APAC)Accelerate Migration to the Cloud using Data Virtualization (APAC)
Accelerate Migration to the Cloud using Data Virtualization (APAC)
 
Data Virtualization: From Zero to Hero
Data Virtualization: From Zero to HeroData Virtualization: From Zero to Hero
Data Virtualization: From Zero to Hero
 
Innovative and Agile Data Delivery, using 'A Logical Data Fabric'
Innovative and Agile Data Delivery, using 'A Logical Data Fabric'Innovative and Agile Data Delivery, using 'A Logical Data Fabric'
Innovative and Agile Data Delivery, using 'A Logical Data Fabric'
 
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
 
Data Fabric - Why Should Organizations Implement a Logical and Not a Physical...
Data Fabric - Why Should Organizations Implement a Logical and Not a Physical...Data Fabric - Why Should Organizations Implement a Logical and Not a Physical...
Data Fabric - Why Should Organizations Implement a Logical and Not a Physical...
 
Virtualisation de données : Enjeux, Usages & Bénéfices
Virtualisation de données : Enjeux, Usages & BénéficesVirtualisation de données : Enjeux, Usages & Bénéfices
Virtualisation de données : Enjeux, Usages & Bénéfices
 
Next Gen Analytics Going Beyond Data Warehouse
Next Gen Analytics Going Beyond Data WarehouseNext Gen Analytics Going Beyond Data Warehouse
Next Gen Analytics Going Beyond Data Warehouse
 
Simplifying Your Cloud Architecture with a Logical Data Fabric (APAC)
Simplifying Your Cloud Architecture with a Logical Data Fabric (APAC)Simplifying Your Cloud Architecture with a Logical Data Fabric (APAC)
Simplifying Your Cloud Architecture with a Logical Data Fabric (APAC)
 

More from Denodo

Enterprise Monitoring and Auditing in Denodo
Enterprise Monitoring and Auditing in DenodoEnterprise Monitoring and Auditing in Denodo
Enterprise Monitoring and Auditing in Denodo
Denodo
 
Lunch and Learn ANZ: Mastering Cloud Data Cost Control: A FinOps Approach
Lunch and Learn ANZ: Mastering Cloud Data Cost Control: A FinOps ApproachLunch and Learn ANZ: Mastering Cloud Data Cost Control: A FinOps Approach
Lunch and Learn ANZ: Mastering Cloud Data Cost Control: A FinOps Approach
Denodo
 
Achieving Self-Service Analytics with a Governed Data Services Layer
Achieving Self-Service Analytics with a Governed Data Services LayerAchieving Self-Service Analytics with a Governed Data Services Layer
Achieving Self-Service Analytics with a Governed Data Services Layer
Denodo
 
What you need to know about Generative AI and Data Management?
What you need to know about Generative AI and Data Management?What you need to know about Generative AI and Data Management?
What you need to know about Generative AI and Data Management?
Denodo
 
Mastering Data Compliance in a Dynamic Business Landscape
Mastering Data Compliance in a Dynamic Business LandscapeMastering Data Compliance in a Dynamic Business Landscape
Mastering Data Compliance in a Dynamic Business Landscape
Denodo
 
Denodo Partner Connect: Business Value Demo with Denodo Demo Lite
Denodo Partner Connect: Business Value Demo with Denodo Demo LiteDenodo Partner Connect: Business Value Demo with Denodo Demo Lite
Denodo Partner Connect: Business Value Demo with Denodo Demo Lite
Denodo
 
Expert Panel: Overcoming Challenges with Distributed Data to Maximize Busines...
Expert Panel: Overcoming Challenges with Distributed Data to Maximize Busines...Expert Panel: Overcoming Challenges with Distributed Data to Maximize Busines...
Expert Panel: Overcoming Challenges with Distributed Data to Maximize Busines...
Denodo
 
Drive Data Privacy Regulatory Compliance
Drive Data Privacy Regulatory ComplianceDrive Data Privacy Regulatory Compliance
Drive Data Privacy Regulatory Compliance
Denodo
 
Знакомство с виртуализацией данных для профессионалов в области данных
Знакомство с виртуализацией данных для профессионалов в области данныхЗнакомство с виртуализацией данных для профессионалов в области данных
Знакомство с виртуализацией данных для профессионалов в области данных
Denodo
 
Data Democratization: A Secret Sauce to Say Goodbye to Data Fragmentation
Data Democratization: A Secret Sauce to Say Goodbye to Data FragmentationData Democratization: A Secret Sauce to Say Goodbye to Data Fragmentation
Data Democratization: A Secret Sauce to Say Goodbye to Data Fragmentation
Denodo
 
Denodo Partner Connect - Technical Webinar - Ask Me Anything
Denodo Partner Connect - Technical Webinar - Ask Me AnythingDenodo Partner Connect - Technical Webinar - Ask Me Anything
Denodo Partner Connect - Technical Webinar - Ask Me Anything
Denodo
 
Lunch and Learn ANZ: Key Takeaways for 2023!
Lunch and Learn ANZ: Key Takeaways for 2023!Lunch and Learn ANZ: Key Takeaways for 2023!
Lunch and Learn ANZ: Key Takeaways for 2023!
Denodo
 
It’s a Wrap! 2023 – A Groundbreaking Year for AI and The Way Forward
It’s a Wrap! 2023 – A Groundbreaking Year for AI and The Way ForwardIt’s a Wrap! 2023 – A Groundbreaking Year for AI and The Way Forward
It’s a Wrap! 2023 – A Groundbreaking Year for AI and The Way Forward
Denodo
 
Quels sont les facteurs-clés de succès pour appliquer au mieux le RGPD à votr...
Quels sont les facteurs-clés de succès pour appliquer au mieux le RGPD à votr...Quels sont les facteurs-clés de succès pour appliquer au mieux le RGPD à votr...
Quels sont les facteurs-clés de succès pour appliquer au mieux le RGPD à votr...
Denodo
 
Lunch and Learn ANZ: Achieving Self-Service Analytics with a Governed Data Se...
Lunch and Learn ANZ: Achieving Self-Service Analytics with a Governed Data Se...Lunch and Learn ANZ: Achieving Self-Service Analytics with a Governed Data Se...
Lunch and Learn ANZ: Achieving Self-Service Analytics with a Governed Data Se...
Denodo
 
How to Build Your Data Marketplace with Data Virtualization?
How to Build Your Data Marketplace with Data Virtualization?How to Build Your Data Marketplace with Data Virtualization?
How to Build Your Data Marketplace with Data Virtualization?
Denodo
 
Webinar #2 - Transforming Challenges into Opportunities for Credit Unions
Webinar #2 - Transforming Challenges into Opportunities for Credit UnionsWebinar #2 - Transforming Challenges into Opportunities for Credit Unions
Webinar #2 - Transforming Challenges into Opportunities for Credit Unions
Denodo
 
Enabling Data Catalog users with advanced usability
Enabling Data Catalog users with advanced usabilityEnabling Data Catalog users with advanced usability
Enabling Data Catalog users with advanced usability
Denodo
 
Denodo Partner Connect: Technical Webinar - Architect Associate Certification...
Denodo Partner Connect: Technical Webinar - Architect Associate Certification...Denodo Partner Connect: Technical Webinar - Architect Associate Certification...
Denodo Partner Connect: Technical Webinar - Architect Associate Certification...
Denodo
 
GenAI y el futuro de la gestión de datos: mitos y realidades
GenAI y el futuro de la gestión de datos: mitos y realidadesGenAI y el futuro de la gestión de datos: mitos y realidades
GenAI y el futuro de la gestión de datos: mitos y realidades
Denodo
 

More from Denodo (20)

Enterprise Monitoring and Auditing in Denodo
Enterprise Monitoring and Auditing in DenodoEnterprise Monitoring and Auditing in Denodo
Enterprise Monitoring and Auditing in Denodo
 
Lunch and Learn ANZ: Mastering Cloud Data Cost Control: A FinOps Approach
Lunch and Learn ANZ: Mastering Cloud Data Cost Control: A FinOps ApproachLunch and Learn ANZ: Mastering Cloud Data Cost Control: A FinOps Approach
Lunch and Learn ANZ: Mastering Cloud Data Cost Control: A FinOps Approach
 
Achieving Self-Service Analytics with a Governed Data Services Layer
Achieving Self-Service Analytics with a Governed Data Services LayerAchieving Self-Service Analytics with a Governed Data Services Layer
Achieving Self-Service Analytics with a Governed Data Services Layer
 
What you need to know about Generative AI and Data Management?
What you need to know about Generative AI and Data Management?What you need to know about Generative AI and Data Management?
What you need to know about Generative AI and Data Management?
 
Mastering Data Compliance in a Dynamic Business Landscape
Mastering Data Compliance in a Dynamic Business LandscapeMastering Data Compliance in a Dynamic Business Landscape
Mastering Data Compliance in a Dynamic Business Landscape
 
Denodo Partner Connect: Business Value Demo with Denodo Demo Lite
Denodo Partner Connect: Business Value Demo with Denodo Demo LiteDenodo Partner Connect: Business Value Demo with Denodo Demo Lite
Denodo Partner Connect: Business Value Demo with Denodo Demo Lite
 
Expert Panel: Overcoming Challenges with Distributed Data to Maximize Busines...
Expert Panel: Overcoming Challenges with Distributed Data to Maximize Busines...Expert Panel: Overcoming Challenges with Distributed Data to Maximize Busines...
Expert Panel: Overcoming Challenges with Distributed Data to Maximize Busines...
 
Drive Data Privacy Regulatory Compliance
Drive Data Privacy Regulatory ComplianceDrive Data Privacy Regulatory Compliance
Drive Data Privacy Regulatory Compliance
 
Знакомство с виртуализацией данных для профессионалов в области данных
Знакомство с виртуализацией данных для профессионалов в области данныхЗнакомство с виртуализацией данных для профессионалов в области данных
Знакомство с виртуализацией данных для профессионалов в области данных
 
Data Democratization: A Secret Sauce to Say Goodbye to Data Fragmentation
Data Democratization: A Secret Sauce to Say Goodbye to Data FragmentationData Democratization: A Secret Sauce to Say Goodbye to Data Fragmentation
Data Democratization: A Secret Sauce to Say Goodbye to Data Fragmentation
 
Denodo Partner Connect - Technical Webinar - Ask Me Anything
Denodo Partner Connect - Technical Webinar - Ask Me AnythingDenodo Partner Connect - Technical Webinar - Ask Me Anything
Denodo Partner Connect - Technical Webinar - Ask Me Anything
 
Lunch and Learn ANZ: Key Takeaways for 2023!
Lunch and Learn ANZ: Key Takeaways for 2023!Lunch and Learn ANZ: Key Takeaways for 2023!
Lunch and Learn ANZ: Key Takeaways for 2023!
 
It’s a Wrap! 2023 – A Groundbreaking Year for AI and The Way Forward
It’s a Wrap! 2023 – A Groundbreaking Year for AI and The Way ForwardIt’s a Wrap! 2023 – A Groundbreaking Year for AI and The Way Forward
It’s a Wrap! 2023 – A Groundbreaking Year for AI and The Way Forward
 
Quels sont les facteurs-clés de succès pour appliquer au mieux le RGPD à votr...
Quels sont les facteurs-clés de succès pour appliquer au mieux le RGPD à votr...Quels sont les facteurs-clés de succès pour appliquer au mieux le RGPD à votr...
Quels sont les facteurs-clés de succès pour appliquer au mieux le RGPD à votr...
 
Lunch and Learn ANZ: Achieving Self-Service Analytics with a Governed Data Se...
Lunch and Learn ANZ: Achieving Self-Service Analytics with a Governed Data Se...Lunch and Learn ANZ: Achieving Self-Service Analytics with a Governed Data Se...
Lunch and Learn ANZ: Achieving Self-Service Analytics with a Governed Data Se...
 
How to Build Your Data Marketplace with Data Virtualization?
How to Build Your Data Marketplace with Data Virtualization?How to Build Your Data Marketplace with Data Virtualization?
How to Build Your Data Marketplace with Data Virtualization?
 
Webinar #2 - Transforming Challenges into Opportunities for Credit Unions
Webinar #2 - Transforming Challenges into Opportunities for Credit UnionsWebinar #2 - Transforming Challenges into Opportunities for Credit Unions
Webinar #2 - Transforming Challenges into Opportunities for Credit Unions
 
Enabling Data Catalog users with advanced usability
Enabling Data Catalog users with advanced usabilityEnabling Data Catalog users with advanced usability
Enabling Data Catalog users with advanced usability
 
Denodo Partner Connect: Technical Webinar - Architect Associate Certification...
Denodo Partner Connect: Technical Webinar - Architect Associate Certification...Denodo Partner Connect: Technical Webinar - Architect Associate Certification...
Denodo Partner Connect: Technical Webinar - Architect Associate Certification...
 
GenAI y el futuro de la gestión de datos: mitos y realidades
GenAI y el futuro de la gestión de datos: mitos y realidadesGenAI y el futuro de la gestión de datos: mitos y realidades
GenAI y el futuro de la gestión de datos: mitos y realidades
 

Recently uploaded

Ahmedabad Call Girls 7339748667 With Free Home Delivery At Your Door
Ahmedabad Call Girls 7339748667 With Free Home Delivery At Your DoorAhmedabad Call Girls 7339748667 With Free Home Delivery At Your Door
Ahmedabad Call Girls 7339748667 With Free Home Delivery At Your Door
Russian Escorts in Delhi 9711199171 with low rate Book online
 
Optimizing Feldera: Integrating Advanced UDFs and Enhanced SQL Functionality ...
Optimizing Feldera: Integrating Advanced UDFs and Enhanced SQL Functionality ...Optimizing Feldera: Integrating Advanced UDFs and Enhanced SQL Functionality ...
Optimizing Feldera: Integrating Advanced UDFs and Enhanced SQL Functionality ...
mparmparousiskostas
 
Hyderabad Call Girls Service 🔥 9352988975 🔥 High Profile Call Girls Hyderabad
Hyderabad Call Girls Service 🔥 9352988975 🔥 High Profile Call Girls HyderabadHyderabad Call Girls Service 🔥 9352988975 🔥 High Profile Call Girls Hyderabad
Hyderabad Call Girls Service 🔥 9352988975 🔥 High Profile Call Girls Hyderabad
2004kavitajoshi
 
Call Girls In Tirunelveli 👯‍♀️ 7339748667 🔥 Safe Housewife Call Girl Service ...
Call Girls In Tirunelveli 👯‍♀️ 7339748667 🔥 Safe Housewife Call Girl Service ...Call Girls In Tirunelveli 👯‍♀️ 7339748667 🔥 Safe Housewife Call Girl Service ...
Call Girls In Tirunelveli 👯‍♀️ 7339748667 🔥 Safe Housewife Call Girl Service ...
wwefun9823#S0007
 
Bangalore ℂall Girl 000000 Bangalore Escorts Service
Bangalore ℂall Girl 000000 Bangalore Escorts ServiceBangalore ℂall Girl 000000 Bangalore Escorts Service
Bangalore ℂall Girl 000000 Bangalore Escorts Service
nhero3888
 
🔥Night Call Girls Pune 💯Call Us 🔝 7014168258 🔝💃Independent Pune Escorts Servi...
🔥Night Call Girls Pune 💯Call Us 🔝 7014168258 🔝💃Independent Pune Escorts Servi...🔥Night Call Girls Pune 💯Call Us 🔝 7014168258 🔝💃Independent Pune Escorts Servi...
🔥Night Call Girls Pune 💯Call Us 🔝 7014168258 🔝💃Independent Pune Escorts Servi...
yuvishachadda
 
Hyderabad Call Girls 7339748667 With Free Home Delivery At Your Door
Hyderabad Call Girls 7339748667 With Free Home Delivery At Your DoorHyderabad Call Girls 7339748667 With Free Home Delivery At Your Door
Hyderabad Call Girls 7339748667 With Free Home Delivery At Your Door
Russian Escorts in Delhi 9711199171 with low rate Book online
 
Health care analysis using sentimental analysis
Health care analysis using sentimental analysisHealth care analysis using sentimental analysis
Health care analysis using sentimental analysis
krishnasrigannavarap
 
一比一原版(heriotwatt学位证书)英国赫瑞瓦特大学毕业证如何办理
一比一原版(heriotwatt学位证书)英国赫瑞瓦特大学毕业证如何办理一比一原版(heriotwatt学位证书)英国赫瑞瓦特大学毕业证如何办理
一比一原版(heriotwatt学位证书)英国赫瑞瓦特大学毕业证如何办理
zoykygu
 
Interview Methods - Marital and Family Therapy and Counselling - Psychology S...
Interview Methods - Marital and Family Therapy and Counselling - Psychology S...Interview Methods - Marital and Family Therapy and Counselling - Psychology S...
Interview Methods - Marital and Family Therapy and Counselling - Psychology S...
PsychoTech Services
 
Salesforce AI + Data Community Tour Slides - Canarias
Salesforce AI + Data Community Tour Slides - CanariasSalesforce AI + Data Community Tour Slides - Canarias
Salesforce AI + Data Community Tour Slides - Canarias
davidpietrzykowski1
 
🔥Mature Women / Aunty Call Girl Chennai 💯Call Us 🔝 8094342248 🔝💃Top Class Cal...
🔥Mature Women / Aunty Call Girl Chennai 💯Call Us 🔝 8094342248 🔝💃Top Class Cal...🔥Mature Women / Aunty Call Girl Chennai 💯Call Us 🔝 8094342248 🔝💃Top Class Cal...
🔥Mature Women / Aunty Call Girl Chennai 💯Call Us 🔝 8094342248 🔝💃Top Class Cal...
shivangimorya083
 
Fabric Engineering Deep Dive Keynote from Fabric Engineering Roadshow
Fabric Engineering Deep Dive Keynote from Fabric Engineering RoadshowFabric Engineering Deep Dive Keynote from Fabric Engineering Roadshow
Fabric Engineering Deep Dive Keynote from Fabric Engineering Roadshow
Gabi Münster
 
Call Girls Hyderabad (india) ☎️ +91-7426014248 Hyderabad Call Girl
Call Girls Hyderabad  (india) ☎️ +91-7426014248 Hyderabad  Call GirlCall Girls Hyderabad  (india) ☎️ +91-7426014248 Hyderabad  Call Girl
Call Girls Hyderabad (india) ☎️ +91-7426014248 Hyderabad Call Girl
sapna sharmap11
 
High Profile Call Girls Navi Mumbai ✅ 9833363713 FULL CASH PAYMENT
High Profile Call Girls Navi Mumbai ✅ 9833363713 FULL CASH PAYMENTHigh Profile Call Girls Navi Mumbai ✅ 9833363713 FULL CASH PAYMENT
High Profile Call Girls Navi Mumbai ✅ 9833363713 FULL CASH PAYMENT
ranjeet3341
 
AI WITH THE HELP OF NAGALAND CAN WIN. DOWNLOAD NOW
AI WITH THE HELP OF NAGALAND CAN WIN. DOWNLOAD NOWAI WITH THE HELP OF NAGALAND CAN WIN. DOWNLOAD NOW
AI WITH THE HELP OF NAGALAND CAN WIN. DOWNLOAD NOW
arash10gamer
 
Independent Call Girls In Bangalore 9024918724 Just CALL ME Book Beautiful Gi...
Independent Call Girls In Bangalore 9024918724 Just CALL ME Book Beautiful Gi...Independent Call Girls In Bangalore 9024918724 Just CALL ME Book Beautiful Gi...
Independent Call Girls In Bangalore 9024918724 Just CALL ME Book Beautiful Gi...
uthkarshkumar987000
 
Call Girls Goa (india) ☎️ +91-7426014248 Goa Call Girl
Call Girls Goa (india) ☎️ +91-7426014248 Goa Call GirlCall Girls Goa (india) ☎️ +91-7426014248 Goa Call Girl
Call Girls Goa (india) ☎️ +91-7426014248 Goa Call Girl
sapna sharmap11
 
Call Girls Goa👉9024918724👉Low Rate Escorts in Goa 💃 Available 24/7
Call Girls Goa👉9024918724👉Low Rate Escorts in Goa 💃 Available 24/7Call Girls Goa👉9024918724👉Low Rate Escorts in Goa 💃 Available 24/7
Call Girls Goa👉9024918724👉Low Rate Escorts in Goa 💃 Available 24/7
nitachopra
 
saps4hanaandsapanalyticswheretodowhat1565272000538.pdf
saps4hanaandsapanalyticswheretodowhat1565272000538.pdfsaps4hanaandsapanalyticswheretodowhat1565272000538.pdf
saps4hanaandsapanalyticswheretodowhat1565272000538.pdf
newdirectionconsulta
 

Recently uploaded (20)

Ahmedabad Call Girls 7339748667 With Free Home Delivery At Your Door
Ahmedabad Call Girls 7339748667 With Free Home Delivery At Your DoorAhmedabad Call Girls 7339748667 With Free Home Delivery At Your Door
Ahmedabad Call Girls 7339748667 With Free Home Delivery At Your Door
 
Optimizing Feldera: Integrating Advanced UDFs and Enhanced SQL Functionality ...
Optimizing Feldera: Integrating Advanced UDFs and Enhanced SQL Functionality ...Optimizing Feldera: Integrating Advanced UDFs and Enhanced SQL Functionality ...
Optimizing Feldera: Integrating Advanced UDFs and Enhanced SQL Functionality ...
 
Hyderabad Call Girls Service 🔥 9352988975 🔥 High Profile Call Girls Hyderabad
Hyderabad Call Girls Service 🔥 9352988975 🔥 High Profile Call Girls HyderabadHyderabad Call Girls Service 🔥 9352988975 🔥 High Profile Call Girls Hyderabad
Hyderabad Call Girls Service 🔥 9352988975 🔥 High Profile Call Girls Hyderabad
 
Call Girls In Tirunelveli 👯‍♀️ 7339748667 🔥 Safe Housewife Call Girl Service ...
Call Girls In Tirunelveli 👯‍♀️ 7339748667 🔥 Safe Housewife Call Girl Service ...Call Girls In Tirunelveli 👯‍♀️ 7339748667 🔥 Safe Housewife Call Girl Service ...
Call Girls In Tirunelveli 👯‍♀️ 7339748667 🔥 Safe Housewife Call Girl Service ...
 
Bangalore ℂall Girl 000000 Bangalore Escorts Service
Bangalore ℂall Girl 000000 Bangalore Escorts ServiceBangalore ℂall Girl 000000 Bangalore Escorts Service
Bangalore ℂall Girl 000000 Bangalore Escorts Service
 
🔥Night Call Girls Pune 💯Call Us 🔝 7014168258 🔝💃Independent Pune Escorts Servi...
🔥Night Call Girls Pune 💯Call Us 🔝 7014168258 🔝💃Independent Pune Escorts Servi...🔥Night Call Girls Pune 💯Call Us 🔝 7014168258 🔝💃Independent Pune Escorts Servi...
🔥Night Call Girls Pune 💯Call Us 🔝 7014168258 🔝💃Independent Pune Escorts Servi...
 
Hyderabad Call Girls 7339748667 With Free Home Delivery At Your Door
Hyderabad Call Girls 7339748667 With Free Home Delivery At Your DoorHyderabad Call Girls 7339748667 With Free Home Delivery At Your Door
Hyderabad Call Girls 7339748667 With Free Home Delivery At Your Door
 
Health care analysis using sentimental analysis
Health care analysis using sentimental analysisHealth care analysis using sentimental analysis
Health care analysis using sentimental analysis
 
一比一原版(heriotwatt学位证书)英国赫瑞瓦特大学毕业证如何办理
一比一原版(heriotwatt学位证书)英国赫瑞瓦特大学毕业证如何办理一比一原版(heriotwatt学位证书)英国赫瑞瓦特大学毕业证如何办理
一比一原版(heriotwatt学位证书)英国赫瑞瓦特大学毕业证如何办理
 
Interview Methods - Marital and Family Therapy and Counselling - Psychology S...
Interview Methods - Marital and Family Therapy and Counselling - Psychology S...Interview Methods - Marital and Family Therapy and Counselling - Psychology S...
Interview Methods - Marital and Family Therapy and Counselling - Psychology S...
 
Salesforce AI + Data Community Tour Slides - Canarias
Salesforce AI + Data Community Tour Slides - CanariasSalesforce AI + Data Community Tour Slides - Canarias
Salesforce AI + Data Community Tour Slides - Canarias
 
🔥Mature Women / Aunty Call Girl Chennai 💯Call Us 🔝 8094342248 🔝💃Top Class Cal...
🔥Mature Women / Aunty Call Girl Chennai 💯Call Us 🔝 8094342248 🔝💃Top Class Cal...🔥Mature Women / Aunty Call Girl Chennai 💯Call Us 🔝 8094342248 🔝💃Top Class Cal...
🔥Mature Women / Aunty Call Girl Chennai 💯Call Us 🔝 8094342248 🔝💃Top Class Cal...
 
Fabric Engineering Deep Dive Keynote from Fabric Engineering Roadshow
Fabric Engineering Deep Dive Keynote from Fabric Engineering RoadshowFabric Engineering Deep Dive Keynote from Fabric Engineering Roadshow
Fabric Engineering Deep Dive Keynote from Fabric Engineering Roadshow
 
Call Girls Hyderabad (india) ☎️ +91-7426014248 Hyderabad Call Girl
Call Girls Hyderabad  (india) ☎️ +91-7426014248 Hyderabad  Call GirlCall Girls Hyderabad  (india) ☎️ +91-7426014248 Hyderabad  Call Girl
Call Girls Hyderabad (india) ☎️ +91-7426014248 Hyderabad Call Girl
 
High Profile Call Girls Navi Mumbai ✅ 9833363713 FULL CASH PAYMENT
High Profile Call Girls Navi Mumbai ✅ 9833363713 FULL CASH PAYMENTHigh Profile Call Girls Navi Mumbai ✅ 9833363713 FULL CASH PAYMENT
High Profile Call Girls Navi Mumbai ✅ 9833363713 FULL CASH PAYMENT
 
AI WITH THE HELP OF NAGALAND CAN WIN. DOWNLOAD NOW
AI WITH THE HELP OF NAGALAND CAN WIN. DOWNLOAD NOWAI WITH THE HELP OF NAGALAND CAN WIN. DOWNLOAD NOW
AI WITH THE HELP OF NAGALAND CAN WIN. DOWNLOAD NOW
 
Independent Call Girls In Bangalore 9024918724 Just CALL ME Book Beautiful Gi...
Independent Call Girls In Bangalore 9024918724 Just CALL ME Book Beautiful Gi...Independent Call Girls In Bangalore 9024918724 Just CALL ME Book Beautiful Gi...
Independent Call Girls In Bangalore 9024918724 Just CALL ME Book Beautiful Gi...
 
Call Girls Goa (india) ☎️ +91-7426014248 Goa Call Girl
Call Girls Goa (india) ☎️ +91-7426014248 Goa Call GirlCall Girls Goa (india) ☎️ +91-7426014248 Goa Call Girl
Call Girls Goa (india) ☎️ +91-7426014248 Goa Call Girl
 
Call Girls Goa👉9024918724👉Low Rate Escorts in Goa 💃 Available 24/7
Call Girls Goa👉9024918724👉Low Rate Escorts in Goa 💃 Available 24/7Call Girls Goa👉9024918724👉Low Rate Escorts in Goa 💃 Available 24/7
Call Girls Goa👉9024918724👉Low Rate Escorts in Goa 💃 Available 24/7
 
saps4hanaandsapanalyticswheretodowhat1565272000538.pdf
saps4hanaandsapanalyticswheretodowhat1565272000538.pdfsaps4hanaandsapanalyticswheretodowhat1565272000538.pdf
saps4hanaandsapanalyticswheretodowhat1565272000538.pdf
 

Data Virtualization: Introduction and Business Value (UK)

  • 2. Speakers Paul Moxon SVP Data Architecture & Chief Evangelist Denodo Director, EMEA Sales Engineering Denodo Mark Pritchard
  • 3. Agenda1. The Need for Adaptive Data Architectures 2. What is Data Virtualization? 3. Benefits of Data Virtualization 4. Denodo Platform 8.0 Demo 5. Key Takeaways 6. Q&A 7. Next Steps
  • 4. 4 Data Integration – A Journey Through Time… S Data Sources Data Ingestion Staging S Data Transformation External Data Consumers Web Logs, Click stream GEO location data Social Networks Sensor data Machine Generated New Data Sources
  • 7. 7 Adaptive Data Architectures • Organizations need an adaptive data architecture • An architecture that can flex and adapt to new technologies, new data sources, new formats, new protocols, new data uses, etc. while minimizing the impact on the consumers • Future-proofs the architecture • We can’t predict what technologies will emerge in next 3-5 years (or 5-10 years), but we can build architectures that will accommodate them • Allows users to access new data, new technologies using existing, familiar tools • e.g. read data from a Parquet file using Excel (via the Data Virtualization Platform) • A Data Fabric – built on Data Virtualization – provides this adaptability and protects your existing technology investments and de-risks the adoption of new, emerging technologies
  • 8. 8 Adaptive Data Architecture Reporting Analytics Data Science Data Market Place Data Monetization AI/ML iPaaS Kafka ETL CDC Sqoop Flume RawDataZoneStagingArea CuratedDataZoneCoreDWHmodel Data Warehouse Data Lake Data Virtualization Platform Analytical Views Data Science Views λ Views Real-Time Views DWH Views Hybrid Views Cloud Views UniversalCatalogofDataServices CentralizedAccessControl Enterprise Data Fabric
  • 9. 9 Source: “Gartner Market Guide for Data Virtualization, November 16, 2018” Data virtualization can be used to create virtualized and integrated views of data in-memory rather than executing data movement and physically storing integrated views in a target data structure. It provides a layer of abstraction above the physical implementation of data, to simplify query logic.
  • 10. 10 What is Data Virtualization? Consume in business applications Combine related data into views Connect to disparate data sources 2 3 1 DATA CONSUMERS DISPARATE DATA SOURCES Enterprise Applications, Reporting, BI, Portals, ESB, Mobile, Web, Users Databases & Warehouses, Cloud/Saas Applications, Big Data, NoSQL, Web, XML, Excel, PDF, Word... Analytical Operational Less StructuredMore Structured CONNECT COMBINE PUBLISH Multiple Protocols, Formats Query, Search, Browse Request/Reply, Event Driven Secure Delivery SQL, MDX Web Services Big Data APIs Web Automation and Indexing CONNECT COMBINE CONSUME Share, Deliver, Publish, Govern, Collaborate Discover, Transform, Prepare, Improve Quality, Integrate Normalized views of disparate data “Data virtualization integrates disparate data sources in real time or near-real time to meet demands for analytics and transactional data.” – Create a Road Map For A Real-time, Agile, Self- Service Data Platform, Forrester Research, Dec 16, 2015
  • 11. 11 How Does It Work? Development Lifecycle Mgmt Monitoring & Audit Governance Security Development Tools and SDK Scheduled Tasks Data Caching Query Optimizer JDBC/ODBC/ADO.Net SOAP / REST WS U Customer 360 View Virtual Data Mart View J Application Layer Business Layer Unified View Unified ViewUnified ViewUnified View A J J Derived View Derived View J JS Transformation & Cleansing Data Source Layer Base View Base View Base View Base View Base View Base View Base View Abstraction
  • 12. 12 Data Virtualization Connects the Users to the Data That They Need 1. Data Virtualization allows you to connect to (almost) any data source 2. You can combine and transform that data into the format needed by the consumer 3. The data can be exposed to the consumers in a format and interface that is usable by them • Typically consumers use the tools that they already use – they don’t have to learn new tools and skills to access the data 4. All of this can be done without copying or moving the data • The data stays in the original sources (databases, applications, files, etc.) and is retrieved, in real-time, on demand Cliffs Notes version (TL;DR)
  • 13. 13 Decoupling Business from IT IT: Flexible Source Architecture Business: Flexible Tool Choice IT can now move at slower speed without affecting the business Business can now make faster and more sophisticated decisions as all data accessible by any tool of choice
  • 14. 14 Benefits of Using Data Virtualization • For Business Users • Simplicity: Users don’t need to navigate the complexity of the architecture. Where is data (on-prem, cloud, multi-cloud)? How to Access it? Which location has priority? • Agility: All data is securely delivered from a single (virtual) system • Accessibility: Data is accessible in a variety of formats (SQL, REST, OData, GraphQL) and in a web-based Data Catalog, regardless of original format and location • Common Semantic Layer: All users see the same definitions and data, providing data consistency • Governed Self-Service: Users can use their own tools (BYOT) to access and query the data that is governed, secure, and trusted data.
  • 15. 15 Benefits of Using Data Virtualization • For IT • Abstraction: Decouples storage and processing engines from the delivery of data • Flexibility: Allows IT to change technologies and move data without service interruptions • Security: Centralized governance and security controls for all data assets • Governance: The data accessed by the users can be governed, secured, and managed so that users are accessing known, trusted, and approved data sets. • Accelerated Delivery: As data is not be replicated to a staging area or data mart for use, it is significantly quicker (up to 90% quicker) to deliver the data needed by the users.
  • 16. 16 Data Virtualization Use Cases From Data Storage & Management, to Data Consumers, going through Data Governance & Security Real-time Decisions K.Y.C. (Customer 360) Self-Service Analytics Data Science (ML & AI) Apps (Mobile & web) Mergers & Acquisitions Data Marketplace Compliance (IFRS17, GRC) Data Security APIfication (& SQLification) Semantic Layer Agility & Simplicity Real-time Delivery Data Abstraction Zero Replication Data Governance Sophisticated Optimizations Logical Data Warehouse Enterprise Data Fabric Hybrid Data Fabric Data Integration Cloud Modernization Refactoring & Replatforming Data Consumption Data Storage & Management Data Governance, Manipulation & Access Sales HR Executive Marketing Apps/API Data Science AI/ML
  • 18. 18 Demo Scenario Distributed Data: ▪ Historical sales data offloaded to Hadoop cluster for cheaper storage ▪ Marketing campaigns managed in an external cloud app ▪ Customer details table, stored in the DW 1) On-board and expose distributed data through a single logical layer. 2) Publish a logical view calculating the impact of a new marketing campaign by country? Sources Combine, Transform & Integrate Consume Base View Source Abstraction Sales Campaign Customer Sales Evolution
  • 20. 1. Information architectures are getting more complex, more diverse, and more distributed. 2. Traditional technologies and data replication don’t cut it anymore. 3. Data virtualization makes it quick and easy to expose data from multiple source to your users while still maintaining governance and security… 4. …and enables a wide range of use cases; from self- service analytics to data marketplaces to regulatory reporting and compliance. Key Takeaways
  • 21. Q&A
  • 22. 22 Next Steps Access Denodo Platform in the Cloud! Take a Test Drive today! www.denodo.com/TestDrive GET STARTED TODAY
  • 23. www.denodo.com info@denodo.com © 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.
  翻译: