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⏱ 2 oras 54 min📚 29 aralin
Apache Iceberg Foundations: Building Reliable Data Lakehouses
Learn to design and manage high-performance, transactional table formats on object storage to transition from chaotic data lakes to reliable lakehouse architectures.
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Tungkol sa kursong ito
Maintaining consistency and performance in a traditional data lake can quickly turn into a chaotic mess of unorganized files and slow queries. Apache Iceberg solves this problem by bringing the reliability, speed, and transactional guarantees of SQL databases directly to scalable object storage like S3 and HDFS. This written course guides you through the core concepts of modern table formats, showing you how to design, query, and maintain a robust Lakehouse architecture.
By reading through this comprehensive guide, you will gain the skills needed to implement ACID transactions, manage seamless schema evolution, and optimize query performance without the overhead of traditional data warehouses. You will learn to structuralize your big data platform for maximum reliability and efficiency.
What you'll learn:
- Understand the fundamental differences between traditional data lakes, warehouses, and the modern Lakehouse architecture.
- Master ACID transactions and concurrent writes using snapshot-based isolation.
- Apply schema evolution and partition evolution safely without rewriting historical data.
- Perform time travel queries to inspect past states of your dataset and roll back accidental changes.
- Configure metadata management and optimize storage performance through compaction and file pruning.
The course begins with foundational concepts of table formats, metadata layers, and core architecture before moving into query techniques, data maintenance, and optimization strategies. Through clear written explanations and structured conceptual scenarios, you will build a solid theoretical and practical foundation.
This course is designed for data engineers, database administrators, and software developers who are new to Apache Iceberg and want to modernize their big data infrastructure. A basic understanding of SQL and general data concepts is helpful, but no prior experience with Iceberg is required.
Start reading today to bring order, reliability, and speed to your data platform.
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