Unlocking Potential: Data and AI for Organizational Empowerment, Efficiency, and Innovation.

1. Data & AI:
Sustainable Growth
Empowerment

2. Agenda
• Microservices Adoption
• Data Warehouse
• Data Catalog
• Business Analytics
• Data Science
• Sustainable Growth Empowerment

3. Microservices Adoption
Breaking down a large application into smaller independent services providing fault isolation, faster delivery time and
great fixability

4. Data Warehouse
Aggregates data from different sources into a single, central, consistent data store to support data analysis and AI use
cases

5. Data Catalog | Overview
Utilizes the meta data of your company’s various data assets as well as provides data management and search
functionality that makes it easy for your team to gain context on said data
Data Warehouse
Business
Users
Technical
Teams

6. Data Catalog | Data Discovery
Robust search functionality that includes keyword search, filtering capabilities, and categorization of data assets to
enable users to easily find the data they need. Advanced catalogs may also offer semantic search

7. Data Catalog | Glossary
A Term is the fundamental unit of the glossary. It can be a KPI definition, metric formula, or business concept.

8. Data Catalog | Data Lineage
Enables tracing the flow of data and the transformations it undergoes throughout its lifecycle

9. Data Catalog | Teams Collaboration
A workspace that integrates with the daily workflows of data teams seamlessly, simplifying data sharing,
recommendations and monitoring of access requests

10. Data Catalog | Data Governance
Ability to set up workflows for granular controls to restrict access based on role, asset type, classification, and more

11. Data Catalog | Data Driven Culture
Data Catalog enables organization to have a well managed, organized, documented and democratized data paving the
path for a data driven culture.

12. Data Analytics | Data Marts Design
Subsets of data warehouse, focused on specific business lines or departments, designed to facilitate more specialized
analysis.
&
Data Catalog

13. Data Analytics | Visualization Tools
Opt for the visualization tool that aligns seamlessly with your data technology stack while also being cost-effective.

14. Data Analytics | Business Performance Monitoring
Tailor visualizations to facilitate the day-to-day activities of frontline workers and empower top management to
monitor and drive organizational strategy through data insights.

15. Enable organizations to optimize operations, enhance decision-making processes, and unlock valuable insights from
data to drive innovation and competitive advantage.
Data Science | Use Cases

16. Right Technology Stack, Right Teams, and Data Driven Business Departments
Sustainable Growth Empowerment
Sustainable Growth Empowerment
Data Catalog
Data Warehouse
Data Marts Business Intelligence Data Science Models

17. Thank You
Contact@muhammadezzat.com