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System Design-Data modeling for datawarehouses/ OLAP DBs
**1. Deciphering Data Warehousing: The Essence of OLAP Unravel the distinctive nature of designing data models for data warehouses, diverging from traditional primary databases. Establish a foundational understanding of OLAP (Online Analytical Processing) databases and their pivotal role in supporting …
Overview
**1. Deciphering Data Warehousing: The Essence of OLAP
- Unravel the distinctive nature of designing data models for data warehouses, diverging from traditional primary databases.
- Establish a foundational understanding of OLAP (Online Analytical Processing) databases and their pivotal role in supporting aggregation queries.
**2. Aggregation Optimization: OLAP’s Core Mission
- Explore how OLAP databases excel in handling aggregation queries involving a substantial number of records.
- Understand the inherent challenges and specialized requirements that drive the design of OLAP schemas.
**3. Architectural Deep Dive: Peering into the Internal World of OLAP
- Gain insights into the internal architecture of OLAP databases, shedding light on their unique components and structures.
- Differentiate the database layout and indexing model in OLAP databases, crucial for optimizing query performance.
**4. Optimizing Queries: Leveraging OLAP Database Features
- Navigate through the levers provided by OLAP databases, specifically designed for query optimization.
- Learn how to harness these features to enhance the efficiency of queries within the context of data warehouses.
**5. Practical Illustration: OLAP Concepts in Action with AWS Redshift
- Apply OLAP concepts in a practical context, using AWS Redshift as a case study.
- Understand how principles covered in the course are universally applicable, extending beyond specific platforms like Snowflake or Hive.
**6. Scenarios and Strategies: Designing Data Models for OLAP
- Explore diverse scenarios guiding the design of data models tailored for OLAP databases in data warehouses.
- Learn considerations and strategies crucial for creating effective and optimized data models in this specialized environment.
**7. Universal Relevance: OLAP Principles Across Platforms
- Emphasize the universal applicability of OLAP design principles, transcending platform-specific boundaries.
- Bridge the knowledge to various data warehousing environments, ensuring its relevance beyond AWS Redshift.
**8. Real-Time Synergy: OLAP Principles in Column Stores like HBase
- Investigate the intersection of OLAP principles with real-time column stores like HBase.
- Understand how certain OLAP principles are transferable to diverse database architectures, enhancing your grasp of data storage and retrieval.
**9. Comprehensive Introduction: From Fundamentals to Practical Mastery
- Engage in a comprehensive introduction to OLAP databases, encompassing fundamental concepts and practical application.
- Equip yourself with the expertise to design efficient data models for OLAP databases, enhancing your capabilities in the dynamic field of data architecture.
Enroll in this course to embark on a journey into the world of OLAP databases, gaining a holistic understanding of their architecture, optimization features, and data modeling principles. Whether you are familiar with AWS Redshift, Snowflake, Hive, or other data warehousing platforms, this course offers universal insights to elevate your skills in designing and managing data models for effective data analysis.
**10. Comprehensive Learning Journey: From Concepts to Practical Application
– Navigate a comprehensive learning journey that covers conceptual understanding and practical application. – Equip yourself with the knowledge to design efficient data models for OLAP databases in data warehouses, enhancing your skills in the realm of data architecture. Enroll in this course to gain a profound understanding of OLAP databases, their internal architecture, query optimization, and data modeling principles. Whether you’re working with AWS Redshift, Snowflake, Hive, or other data warehousing platforms, this course provides universal insights to optimize your approach in designing and managing data models for efficient data analysis. to more courses : DEV-HOC
Curriculum
Instructor
Reviews
Requirements
- You understand the basics of SQL and now want to extend your skills to designing the data model for data warehouses
Target audiences
- Data engineer and/or data architects
20.00$
20.00$5.00$
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Course Features
- Lectures 12
- Quizzes 0
- Duration Lifetime access
- Skill level All levels
- Language English
- Students 18
- Certificate Yes
- Assessments Yes
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Contact Info
- +201060812719
- Smart Village, Cairo Egypt
- [email protected]