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The Azure Data Lakehouse Toolkit: Building and Scaling Data Lakehouses on Azure with Delta Lake, Apache Spark, Databricks, Synapse Analytics, and Snowflake
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The Azure Data Lakehouse Toolkit: Building and Scaling Data Lakehouses on Azure with Delta Lake, Apache Spark, Databricks, Synapse Analytics, and Snowflake

by Ron L'Esteve
July 2022
Beginner to intermediate
467 pages
10h 39m
English
Apress
Content preview from The Azure Data Lakehouse Toolkit: Building and Scaling Data Lakehouses on Azure with Delta Lake, Apache Spark, Databricks, Synapse Analytics, and Snowflake
© The Author(s), under exclusive license to APress Media, LLC, part of Springer Nature 2022
R. L'EsteveThe Azure Data Lakehouse Toolkithttps://doi.org/10.1007/978-1-4842-8233-5_13

13. Z-Ordering and Data Skipping

Ron L’Esteve1  
(1)
Chicago, IL, USA
 

When querying terabytes and petabytes of big data for analytics using Apache Spark, having optimized querying speeds is critical. There are a few available optimization commands within Databricks that can be used to speed up queries and make them more efficient. Seeing that Z-Ordering and Data Skipping are optimization features that are available within Databricks, we are interested in getting started with testing and using them in Databricks notebooks.

Z-Ordering is a method used by Apache Spark to combine ...

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Publisher Resources

ISBN: 9781484282335Purchase LinkPublisher Website