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Mô tả khóa học
While the traditional approaches of using data lakes and data warehouses can be effective, they have shortcomings, particularly in large enterprise environments. This course introduces the concept of a data lakehouse and the Google Cloud products used to create one. A lakehouse architecture uses open-standard data sources and combines the best features of data lakes and data warehouses, which addresses many of their shortcomings.
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Chương trình học
Đề cương khóa học
1
Course introduction
Introduce the learner to the topics that will be covered in the course and the skills they will learn.
2
Introduction to Modern Data Engineering on Google Cloud
This module introduces the foundational concepts of data lakes and data warehouses, setting the stage for modern architectures on Google Cloud.
3
Building a Data Lakehouse with Cloud Storage, Open Formats, and BigQuery
This module details the concept of a lakehouse and introduces the Google Cloud products most commonly used to build a modern data lakehouse using open-source formats.
4
Modernizing Data Warehouses with BigQuery and Lakehouse
This module explores BigQuery as the cornerstone of a modern data warehouse and introduces Lakehouse for unifying access across the data lake and warehouse.
5
Advanced Lakehouse Patterns and Data Governance
This module focuses on advanced architectural patterns for the lakehouse, including data processing, orchestration, and comprehensive data governance across BigQuery, Cloud Storage, and Lakehouse.
6
Labs and Best Practices
This module provides labs to deepen skills in the tools and technologies used by a lakehouse on Google Cloud and an overview of best practices, common mistakes, and future trends
7
Course Summary
Summarize the architectural and operational capabilities of the BigQuery-centric data lakehouse, covering governance, advanced analytics, and machine learning
R
Build Data Lakes and Data Warehouses on Google Cloud
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