Coursera

Optimize Spark Performance: Analyze & Accelerate

Coursera

Optimize Spark Performance: Analyze & Accelerate

Hurix Digital

Instructor: Hurix Digital

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Gain insight into a topic and learn the fundamentals.
Beginner level

Recommended experience

1 hour to complete
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Beginner level

Recommended experience

1 hour to complete
Flexible schedule
Learn at your own pace

What you'll learn

  • Performance optimization is a systematic process requiring analysis of data access patterns, not random configuration changes.

  • Strategic partitioning minimizes expensive network shuffles and is the foundation of scalable Spark applications.

  • Intelligent caching of reusable intermediate datasets can dramatically reduce computation costs and improve job reliability.

  • The Spark UI provides actionable insights that guide optimization decisions and enable data-driven performance improvements.

Details to know

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Recently updated!

February 2026

Assessments

3 assignments

Taught in English

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This course is part of the Modern Data Architecture & Lakehouse Engineering Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
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There are 2 modules in this course

Learners will discover why systematic performance analysis beats random configuration changes and master reading Spark UI metrics to identify bottlenecks.

What's included

3 videos1 reading1 assignment

Learners will implement partitioning and caching strategies to achieve measurable performance improvements in distributed data processing.

What's included

3 videos1 reading2 assignments1 ungraded lab

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Hurix Digital
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