Delta lake: up and running; modern data lakehouse architectures with delta lake,...
Описание
With the rapid growth of big data and AI, organizations are quickly building
data products and solutions in an ad-hoc manner. But as these data
organizations mature, it's apparent that their analysis and machine learning
models are only as reliable as the data they're built upon. The solution?
Delta Lake, an open-source format that enables building a lakehouse
architecture on top of existing storage systems such as S3, ADLS, and GCS.
In this practical book, author Bennie Haelen shows data engineers, data
scientists, and data analysts how to get Delta Lake and its unique features up
and running. The ultimate goal of building data pipelines and applications is
to query processed data and gain insights from it. You'll learn how the choice
of storage solution determines the robustness and performance of the data
pipeline, from raw data to insights.
With this book, you will:
Use modern data management and data engineering techniques
Understand how ACID transactions bring reliability to data lakes at scale
Run streaming and batch jobs against your data lake concurrently
Execute update, delete, and merge commands against your data lake
Use time travel to roll back and examine previous versions of your data
Build a streaming data quality pipeline following the medallion architecture
Також купити книгу Delta Lake: Up and Running; Modern Data Lakehouse
Architectures With Delta Lake, Bennie Haelen, Dan Davis Ви можете по посиланню
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