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Performance Optimization in Databricks

Boosting performance in your workflows requires Databricks optimization techniques that minimize costs. This course will focus on improving skills associated with cluster configuration and query tuning, as well as data partitioning and caching.

Beginner
35m
(2)

Created by Thomas LeBlanc

Last Updated Mar 31, 2025

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  • Course

Performance Optimization in Databricks

Boosting performance in your workflows requires Databricks optimization techniques that minimize costs. This course will focus on improving skills associated with cluster configuration and query tuning, as well as data partitioning and caching.

Beginner
35m
(2)

Created by Thomas LeBlanc

Last Updated Mar 31, 2025

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What you'll learn

Databricks performance optimization ensures efficient, scalable, and cost-effective data processing in Delta Tables and parquet file outputs. Best practices evolve over time and Databricks is keeping pace for the open-source community.

In this course, Performance Optimization in Databricks, you will dive into causes and solutions for performance issues like skewed data and long processing queries.

First, you will see strategies like z-ordering and using the optimize method for compact data storage.

Next, you will learn techniques for query optimization, including best practices for writing efficient SQL and partitioning strategies to reduce execution time.

Finally, you will investigate cluster configuration for resource allocation, choosing the right cluster size with auto scaling, and leveraging Databricks’ compute options like Photon for enhanced processing speed.

When you are finished with this course, you will have the skills needed to performance-tune processes and enhance your Databricks environment while minimizing cost.

Performance Optimization in Databricks
Beginner
35m
(2)
Table of contents

About the author
Thomas LeBlanc - Pluralsight course - Performance Optimization in Databricks
Thomas LeBlanc
21 courses 3.8 author rating 341 ratings

Microsoft Data Platform MVP specializing in SQL Server, Microsoft Business Intelligence (SSIS, SSAS & SSRS) and Power BI.

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