Transform your raw data files into robust, auditable data lake tables with database-like guarantees. This Short Course was created to help data professionals accomplish reliable data lake management with transactional integrity and versioning capabilities.
By completing this course, you'll be able to convert existing data files into transactional formats, execute atomic operations that ensure data integrity during concurrent jobs, query historical versions for auditing and recovery, and manage schema evolution safely—all skills you can apply immediately to your data pipelines.
By the end of this course, you will be able to:
- Apply transactional and versioning features to data lake tables
This course is unique because it focuses on hands-on implementation of data lake reliability patterns using open-source tools, bridging the gap between raw cloud storage and enterprise-grade data management.
To be successful in this course, you should have a background in basic SQL and data file formats.
Learners will understand why transactional features are essential for data lake reliability, explore the fundamental concepts of ACID transactions and versioning, and learn how to convert existing Parquet tables to transactional Delta format.
涵盖的内容
2个视频1篇阅读材料2个作业
显示有关单元内容的信息
2个视频•总计12分钟
Understanding ACID Transactions and Versioning in Data Lakes•8分钟
Converting Parquet Tables to Delta Format•5分钟
1篇阅读材料•总计10分钟
Delta Lake Architecture and Transaction Log Mechanics•10分钟
2个作业•总计33分钟
Implementing Transactional and Versioning Features in Data Lake Tables•30分钟
Transactional and Versioning Features Knowledge Check•3分钟
Module 2: Apply Transactional and Versioning Features - Core Application & Assessment
第 2 单元•小时 后完成
单元详情
Learners will execute atomic write and delete operations with conditions, query historical table versions for audit purposes, verify rollback capabilities through version history, and demonstrate mastery through hands-on lab work and comprehensive assessment.
涵盖的内容
2个视频2个作业1个非评分实验室
显示有关单元内容的信息
2个视频•总计14分钟
Atomic Write Operations and Conditional Deletes•8分钟
Querying Historical Versions and Verifying Rollback Capabilities•6分钟
2个作业•总计13分钟
Versioning Operations Knowledge Check•3分钟
Transactional and Versioning Features Mastery Assessment•10分钟
1个非评分实验室•总计20分钟
Implementing Transactional Operations on Customer Analytics Tables•20分钟
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