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Copyright Global Data Strategy, Ltd. 2021
Data Architecture, Platform Architecture, Solution Architecture
What’s the Difference?
Donna Burbank
Global Data Strategy, Ltd.
May 27, 2021
Follow on Twitter @donnaburbank
Twitter Event hashtag: #DAStrategies
How data strategy meets data
architecture at “fast”
Bryan Kirschner | VP, Strategy
May 27, 2021
2
“To have reached your
destination sooner, you
should have avoided
the freeway.”
3
“To have reached your
destination sooner, you
should have avoided
the freeway.”
“Your order could have
shipped free from a different
seller.”
4
Fast data strategy = “differentiate / lead”
>15 points of CSat
uplift from data &
analytics
% of organizations by market segment
Leaders
Laggards
5
6
Integrations
Pulsar
Kafka
Spark
Hadoop
ODBC
JDBC
Real Time
Stream
Processing
Pulsar
Kafka
CDC
Fully managed as
a service
Self managed on prem or
anycloud
Apache Cassandra
support
Datastore
Key Value, Wide Column, Graph, Document
Fast Writes, Linear Scalability, Always On
Thank You!
Global Data Strategy, Ltd. 2021
Donna Burbank
2
• Recognized industry expert in information
management with over 25 years of
experience in data strategy, information
management, data modeling, metadata
management, and enterprise architecture
• Managing Director at Global Data Strategy,
Ltd., an international information
management consulting company that
specializes in the alignment of business
drivers with data-centric technology
• Worked with dozens of Fortune 500
companies worldwide in the Americas,
Europe, Asia, and Africa and speaks
regularly at industry conferences
• Excellence in Data Management Award
from DAMA International
• Past President and Advisor to the DAMA
Rocky Mountain chapter
• Co-author of several books on data
management
• Regular contributor to industry
publications
• She can be reached at
donna.burbank@globaldatastrategy.com
Donna is based in Boulder, Colorado, US
Follow on Twitter @donnaburbank
@GlobalDataStrat
Global Data Strategy, Ltd. 2021
DATAVERSITY Data Architecture Strategies
• January Emerging Trends in Data Architecture – What’s the Next Big Thing?
• February Building a Data Strategy - Practical Steps for Aligning with Business Goals
• March Data Modeling Case Study – Business Data Modeling at Kiewit
• April Master Data Management – Aligning Data, Process, and Governance
• May Data Architecture, Solution Architecture, Platform Architecture – What’s the Difference?
• June Enterprise Architecture vs. Data Architecture
• July Best Practices in Metadata Management
• August Data Quality Best Practices (with guest Nigel Turner)
• September Data Modeling Techniques
• October Data Governance: Aligning Technical & Business Approaches
• December Data Architecture for Digital Transformation
3
This Year’s Lineup
Global Data Strategy, Ltd. 2021
What We’ll Cover Today
• A solid data architecture is critical to the
success of any data initiative. But what is
meant by “data architecture”?
• Throughout the industry, there are many
different “flavors” of data architecture, each
with its own unique value and use cases for
describing key aspects of the data landscape.
• This webinar demystifies the various
architecture styles to understand how they
can add value to your organization.
4
Global Data Strategy, Ltd. 2021
What Do We Mean by Architecture?
5
A core part of Data Architecture is creating
solid business definitions for key terms
… but …. as the saying goes ….
“The cobbler’s children have no shoes.”
We’re often terrible at creating common
definitions for our own industry!
Global Data Strategy, Ltd. 2021
Data Architecture
6
The DAMA Dictionary of Data Management defines Data Architecture as follows:
Global Data Strategy, Ltd. 2021
Solution Architecture
7
Global Data Strategy, Ltd. 2021
Platform Architecture
8
A platform is a product that serves or enables other products or services. Platforms (in the
context of digital business) exist at many levels. They range from high-level platforms that enable
a platform business model to low-level platforms that provide a collection of business and/or
technology capabilities that other products or services consume to deliver their own business
capabilities. - Gartner
A platform is a group of technologies that are used as a base upon
which other applications, processes or technologies are developed. In
personal computing, a platform is the basic hardware (computer) and
software (operating system) on which software applications can be run.
This environment constitutes the basic foundation upon which any
application or software is supported and/or developed. - Techopedia
A hardware and/or software architecture that serves as
a foundation or base. - PCMag
Global Data Strategy, Ltd. 2021
How the Pieces Fit Together
• The TOGAF Architecture Development Method (ADM)
developed by the Open Group organizes architecture domains
by Business, Data, Application, and Technology
9
TOGAF EA Framework
www.opengroup.org
Business
Data
Application
Technology
Global Data Strategy, Ltd. 2021
How the Pieces Fit Together
10
Business
Data
Application
Technology
Data
Architecture
Platform
Architecture
Solution
Architecture
The design and construction of an integrated data
resource that is business-driven.
A hardware and/or software architecture that serves
as a foundation or base.
The physical technology infrastructure supporting
data management.
An architectural description of a specific solution.
Global Data Strategy, Ltd. 2021
Key Artifacts for Each Architectural Domain
11
Architectural Domain Sample Activities & Artifacts
Business Data Architecture
• Conceptual Data Models
• Logical Data Models
• Business Glossary
• Taxonomy
Technical Data Architecture
• Logical Data Models
• Physical Data Models
• Data Flow Diagrams
Solution Architecture
• Data-centric Solution Architecture Diagrams
• Application-centric Solution Architecture Diagrams
Platform Architecture • Platform Architecture Diagram
Global Data Strategy, Ltd. 2021
Business Data Architecture
12
Business Data Architecture describes the business definitions around data, and the logical and
semantic structures that support these rules.
Conceptual Data Model
Place
Appear on
Contain
Belong to
Customer
customer identifier
first name
middle initial
last name
description
Product
product identifier
product name
description
Order
customer identifier (FK)
product identifier (FK)
order date
Product Part Combination
product identifier (FK)
part identifier (FK)
Raw Material
material_identifier
part identifier (FK)
Finished Good
finished good identifier
part identifier (FK)
Subassembly
subassembly identifier
part identifier (FK)
Part
part identifier
part name
description
Logical Data Model
Kingdom
Phylum
Class
Order
Family
Etc.
Taxonomy
Glossary
Employee: An Employee is a full or
part-time worker who is on the active
payroll for the organization…
Sales Rep: A Sales Rep is an Employee
who is responsible for closing new
business with current and new
Companies…
Support Rep: A Support Rep is an
Employee who handles calls and
inquires from customers in order to
resolve issues…
Global Data Strategy, Ltd. 2021
Technical Data Architecture
13
Technical Data Architecture describes the technical data structures and data interchange patterns
that support the business data architecture and business rules.
Place
Appear on
Contain
Belong to
Customer
customer identifier
first name
middle initial
last name
description
Product
product identifier
product name
description
Order
customer identifier (FK)
product identifier (FK)
order date
Product Part Combination
product identifier (FK)
part identifier (FK)
Raw Material
material_identifier
part identifier (FK)
Finished Good
finished good identifier
part identifier (FK)
Subassembly
subassembly identifier
part identifier (FK)
Part
part identifier
part name
description
Logical Data Model Physical Data Model Data Flow Diagram
Customer
Mainframe
HR System
Employee
XML
Customer
Global Data Strategy, Ltd. 2021
Solution Architecture
High-level solution architecture diagrams can create a high-level view of how systems and their
components fit together.
14
Data-centric solution architecture Application-centric solution architecture*
e.g. CRM
* From architect.salesforce.com
Global Data Strategy, Ltd. 2021
Platform Architecture
Platform architecture diagrams show the interaction of platforms and hosting mechanisms
(e.g. IoT integration, On premises to Cloud, etc.).
15
Industrial IoT Cloud Platform Integration* On Premises & Cloud** Platforms
** From docs.microsoft.com
* From aws.com
Global Data Strategy, Ltd. 2021
Organizations Need a Holistic Approach
16
Our goal this year is to move all
of our Mainframe applications
to the Cloud to support Digital
Transformation.
• How does the Customer Journey change in the Digital World?
-> Business Architecture
• How are we defining key business concepts (e.g. Customer?)
-> Business Data Architecture
ACME Corp
• Which Cloud platform should we use to host our data? Should we
have a mix of on-prem and Cloud?
-> Platform Architecture
• What data is being migrated?
-> Business Data Architecture
-> Technical Data Architecture
• How can we model the data for faster performance?
-> Technical Data Architecture
• What data transformation patterns and technology are we using?
-> Technical Data Architecture
• How will we handle our Customer Relationship Management (CRM)?
Should we go with a SaaS solution?
-> Solution Architecture
• How will we design our Reporting & Analytics solution for a mix of
real-time analytics and BI reports?
-> Solution Architecture
Global Data Strategy, Ltd. 2021
Summary
• There are several inter-related architectures that
can be used together to describe the
organization to maximize business value
• It is important to:
• Focus on the business need and application
• Design fit-for-purpose solutions using the
appropriate design patterns
Global Data Strategy, Ltd. 2021
Who We Are: Business-Focused Data Strategy
Maximize the Organizational Value of Your Data Investment
In today’s business environment, showing rapid time to value for
any technical investment is critical.
But technology and data can be complex. At Global Data Strategy,
we help demystify technical complexity to help you:
• Demonstrate the ROI and business value of data to your
management
• Build a data strategy at your pace to match your unique culture
and organizational style.
• Create an actionable roadmap for “quick wins”, which building
towards a long-term scalable architecture.
Global Data Strategy’s shares experience from some of the largest
international organizations scaled to the pace of your unique team.
www.globaldatastrategy.com
Global Data Strategy has worked with organizations globally in the
following industries:
Finance · Retail · Social Services · Health Care · Education · Manufacturing
· Government · Public Utilities · Construction · Media & Entertainment ·
Insurance …. and more
Global Data Strategy, Ltd. 2021 www.globaldatastrategy.com
Questions?
Thoughts? Ideas?
19

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Data Architecture, Solution Architecture, Platform Architecture — What’s the Difference?

  • 1. Copyright Global Data Strategy, Ltd. 2021 Data Architecture, Platform Architecture, Solution Architecture What’s the Difference? Donna Burbank Global Data Strategy, Ltd. May 27, 2021 Follow on Twitter @donnaburbank Twitter Event hashtag: #DAStrategies
  • 2. How data strategy meets data architecture at “fast” Bryan Kirschner | VP, Strategy May 27, 2021
  • 3. 2 “To have reached your destination sooner, you should have avoided the freeway.”
  • 4. 3 “To have reached your destination sooner, you should have avoided the freeway.” “Your order could have shipped free from a different seller.”
  • 5. 4 Fast data strategy = “differentiate / lead” >15 points of CSat uplift from data & analytics % of organizations by market segment Leaders Laggards
  • 6. 5
  • 7. 6 Integrations Pulsar Kafka Spark Hadoop ODBC JDBC Real Time Stream Processing Pulsar Kafka CDC Fully managed as a service Self managed on prem or anycloud Apache Cassandra support Datastore Key Value, Wide Column, Graph, Document Fast Writes, Linear Scalability, Always On
  • 9. Global Data Strategy, Ltd. 2021 Donna Burbank 2 • Recognized industry expert in information management with over 25 years of experience in data strategy, information management, data modeling, metadata management, and enterprise architecture • Managing Director at Global Data Strategy, Ltd., an international information management consulting company that specializes in the alignment of business drivers with data-centric technology • Worked with dozens of Fortune 500 companies worldwide in the Americas, Europe, Asia, and Africa and speaks regularly at industry conferences • Excellence in Data Management Award from DAMA International • Past President and Advisor to the DAMA Rocky Mountain chapter • Co-author of several books on data management • Regular contributor to industry publications • She can be reached at donna.burbank@globaldatastrategy.com Donna is based in Boulder, Colorado, US Follow on Twitter @donnaburbank @GlobalDataStrat
  • 10. Global Data Strategy, Ltd. 2021 DATAVERSITY Data Architecture Strategies • January Emerging Trends in Data Architecture – What’s the Next Big Thing? • February Building a Data Strategy - Practical Steps for Aligning with Business Goals • March Data Modeling Case Study – Business Data Modeling at Kiewit • April Master Data Management – Aligning Data, Process, and Governance • May Data Architecture, Solution Architecture, Platform Architecture – What’s the Difference? • June Enterprise Architecture vs. Data Architecture • July Best Practices in Metadata Management • August Data Quality Best Practices (with guest Nigel Turner) • September Data Modeling Techniques • October Data Governance: Aligning Technical & Business Approaches • December Data Architecture for Digital Transformation 3 This Year’s Lineup
  • 11. Global Data Strategy, Ltd. 2021 What We’ll Cover Today • A solid data architecture is critical to the success of any data initiative. But what is meant by “data architecture”? • Throughout the industry, there are many different “flavors” of data architecture, each with its own unique value and use cases for describing key aspects of the data landscape. • This webinar demystifies the various architecture styles to understand how they can add value to your organization. 4
  • 12. Global Data Strategy, Ltd. 2021 What Do We Mean by Architecture? 5 A core part of Data Architecture is creating solid business definitions for key terms … but …. as the saying goes …. “The cobbler’s children have no shoes.” We’re often terrible at creating common definitions for our own industry!
  • 13. Global Data Strategy, Ltd. 2021 Data Architecture 6 The DAMA Dictionary of Data Management defines Data Architecture as follows:
  • 14. Global Data Strategy, Ltd. 2021 Solution Architecture 7
  • 15. Global Data Strategy, Ltd. 2021 Platform Architecture 8 A platform is a product that serves or enables other products or services. Platforms (in the context of digital business) exist at many levels. They range from high-level platforms that enable a platform business model to low-level platforms that provide a collection of business and/or technology capabilities that other products or services consume to deliver their own business capabilities. - Gartner A platform is a group of technologies that are used as a base upon which other applications, processes or technologies are developed. In personal computing, a platform is the basic hardware (computer) and software (operating system) on which software applications can be run. This environment constitutes the basic foundation upon which any application or software is supported and/or developed. - Techopedia A hardware and/or software architecture that serves as a foundation or base. - PCMag
  • 16. Global Data Strategy, Ltd. 2021 How the Pieces Fit Together • The TOGAF Architecture Development Method (ADM) developed by the Open Group organizes architecture domains by Business, Data, Application, and Technology 9 TOGAF EA Framework www.opengroup.org Business Data Application Technology
  • 17. Global Data Strategy, Ltd. 2021 How the Pieces Fit Together 10 Business Data Application Technology Data Architecture Platform Architecture Solution Architecture The design and construction of an integrated data resource that is business-driven. A hardware and/or software architecture that serves as a foundation or base. The physical technology infrastructure supporting data management. An architectural description of a specific solution.
  • 18. Global Data Strategy, Ltd. 2021 Key Artifacts for Each Architectural Domain 11 Architectural Domain Sample Activities & Artifacts Business Data Architecture • Conceptual Data Models • Logical Data Models • Business Glossary • Taxonomy Technical Data Architecture • Logical Data Models • Physical Data Models • Data Flow Diagrams Solution Architecture • Data-centric Solution Architecture Diagrams • Application-centric Solution Architecture Diagrams Platform Architecture • Platform Architecture Diagram
  • 19. Global Data Strategy, Ltd. 2021 Business Data Architecture 12 Business Data Architecture describes the business definitions around data, and the logical and semantic structures that support these rules. Conceptual Data Model Place Appear on Contain Belong to Customer customer identifier first name middle initial last name description Product product identifier product name description Order customer identifier (FK) product identifier (FK) order date Product Part Combination product identifier (FK) part identifier (FK) Raw Material material_identifier part identifier (FK) Finished Good finished good identifier part identifier (FK) Subassembly subassembly identifier part identifier (FK) Part part identifier part name description Logical Data Model Kingdom Phylum Class Order Family Etc. Taxonomy Glossary Employee: An Employee is a full or part-time worker who is on the active payroll for the organization… Sales Rep: A Sales Rep is an Employee who is responsible for closing new business with current and new Companies… Support Rep: A Support Rep is an Employee who handles calls and inquires from customers in order to resolve issues…
  • 20. Global Data Strategy, Ltd. 2021 Technical Data Architecture 13 Technical Data Architecture describes the technical data structures and data interchange patterns that support the business data architecture and business rules. Place Appear on Contain Belong to Customer customer identifier first name middle initial last name description Product product identifier product name description Order customer identifier (FK) product identifier (FK) order date Product Part Combination product identifier (FK) part identifier (FK) Raw Material material_identifier part identifier (FK) Finished Good finished good identifier part identifier (FK) Subassembly subassembly identifier part identifier (FK) Part part identifier part name description Logical Data Model Physical Data Model Data Flow Diagram Customer Mainframe HR System Employee XML Customer
  • 21. Global Data Strategy, Ltd. 2021 Solution Architecture High-level solution architecture diagrams can create a high-level view of how systems and their components fit together. 14 Data-centric solution architecture Application-centric solution architecture* e.g. CRM * From architect.salesforce.com
  • 22. Global Data Strategy, Ltd. 2021 Platform Architecture Platform architecture diagrams show the interaction of platforms and hosting mechanisms (e.g. IoT integration, On premises to Cloud, etc.). 15 Industrial IoT Cloud Platform Integration* On Premises & Cloud** Platforms ** From docs.microsoft.com * From aws.com
  • 23. Global Data Strategy, Ltd. 2021 Organizations Need a Holistic Approach 16 Our goal this year is to move all of our Mainframe applications to the Cloud to support Digital Transformation. • How does the Customer Journey change in the Digital World? -> Business Architecture • How are we defining key business concepts (e.g. Customer?) -> Business Data Architecture ACME Corp • Which Cloud platform should we use to host our data? Should we have a mix of on-prem and Cloud? -> Platform Architecture • What data is being migrated? -> Business Data Architecture -> Technical Data Architecture • How can we model the data for faster performance? -> Technical Data Architecture • What data transformation patterns and technology are we using? -> Technical Data Architecture • How will we handle our Customer Relationship Management (CRM)? Should we go with a SaaS solution? -> Solution Architecture • How will we design our Reporting & Analytics solution for a mix of real-time analytics and BI reports? -> Solution Architecture
  • 24. Global Data Strategy, Ltd. 2021 Summary • There are several inter-related architectures that can be used together to describe the organization to maximize business value • It is important to: • Focus on the business need and application • Design fit-for-purpose solutions using the appropriate design patterns
  • 25. Global Data Strategy, Ltd. 2021 Who We Are: Business-Focused Data Strategy Maximize the Organizational Value of Your Data Investment In today’s business environment, showing rapid time to value for any technical investment is critical. But technology and data can be complex. At Global Data Strategy, we help demystify technical complexity to help you: • Demonstrate the ROI and business value of data to your management • Build a data strategy at your pace to match your unique culture and organizational style. • Create an actionable roadmap for “quick wins”, which building towards a long-term scalable architecture. Global Data Strategy’s shares experience from some of the largest international organizations scaled to the pace of your unique team. www.globaldatastrategy.com Global Data Strategy has worked with organizations globally in the following industries: Finance · Retail · Social Services · Health Care · Education · Manufacturing · Government · Public Utilities · Construction · Media & Entertainment · Insurance …. and more
  • 26. Global Data Strategy, Ltd. 2021 www.globaldatastrategy.com Questions? Thoughts? Ideas? 19