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Databricks-Certified-Associate-Developer-for-Apache-Spark-3.5 Practice Questions and Study Guide

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Updated Oct 18, 2025

Databricks Databricks-Certified-Associate-Developer-for-Apache-Spark-3.5 Exam Specifications

Exam Code:
Databricks-Certified-Associate-Developer-for-Apache-Spark-3.5
Exam Name:
Certified Associate Developer for Apache Spark 3.5 - Python Exam
Provider:
Databricks
Time:
90 min
Passing Percentage:
70%
Version:
7.1

Question Types with Explanations

  • 131 Single Select
  • 4 Multi Select

135 Questions with Answers

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Certified Associate Developer for Apache Spark 3.5 - Python Exam: Compact Topic Summary

For the Certified Associate Developer for Apache Spark 3.5 Python Exam, you’ll master core PySpark data structures from RDDs to DataFrames, apply transformations, joins, aggregations and windowing, and use Spark SQL to query structured data with efficient execution plans. You’ll also build robust pipelines with UDFs and built-in functions, enforce data quality and schema safety, explore structured streaming for real-time processing, tune performance through caching and partitioning, rely on Delta Lake for ACID storage, and develop testing, debugging, and notebook-driven collaboration across end-to-end data workflows.

Summary Topics

  • Foundations of PySpark data structures, including RDDs and DataFrame APIs.
  • Manipulating datasets with DataFrame operations, joins, aggregations, and windowing techniques.
  • Applying Spark SQL for querying structured data and optimized plans.
  • User defined functions and built in functions for flexible transformations.
  • Best practices for data quality, schema handling, and type safety.
  • Introduction to structured streaming and real time data processing concepts.
  • Performance tuning with caching, partitioning strategies, and broadcast join optimization.
  • Delta Lake fundamentals for reliable storage and ACID transactional workflows.
  • Testing, debugging, and handling errors within large scale PySpark jobs.
  • Orchestrating notebooks, development workflows, and collaboration in data pipelines effectively.

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Start Your Certification Journey Today

Investing in quality preparation materials is investing in your professional future. The Certified Associate Developer for Apache Spark 3.5 - Python Exam certification from Databricks validates your expertise, enhances your resume, and opens doors to better career opportunities and higher earning potential. With ExamsIndex, you're not just preparing for an exam; you're building the foundation for long-term career success. Browse our free demo to experience the quality firsthand, then choose the package that fits your needs and budget. Join our community of certified professionals who trusted ExamsIndex for their Databricks-Certified-Associate-Developer-for-Apache-Spark-3.5 exam preparation.

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