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Exam Number : DCAD
Exam Name : Databricks Certified Associate Developer for Apache Spark 3.0
Vendor Name : Databricks
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DCAD exam Format | DCAD Course Contents | DCAD Course Outline | DCAD exam Syllabus | DCAD exam Objectives


Exam Details for DCAD Databricks Certified Associate Developer for Apache Spark 3.0:

Number of Questions: The exam consists of approximately 60 multiple-choice and multiple-select questions.

Time Limit: The total time allocated for the exam is 90 minutes (1 hour and 30 minutes).

Passing Score: To pass the exam, you must achieve a minimum score of 70%.

Exam Format: The exam is conducted online and is proctored. You will be required to answer the questions within the allocated time frame.

Course Outline:

1. Spark Basics:
- Understanding Apache Spark architecture and components
- Working with RDDs (Resilient Distributed Datasets)
- Transformations and actions in Spark

2. Spark SQL:
- Working with structured data using Spark SQL
- Writing and executing SQL queries in Spark
- DataFrame operations and optimizations

3. Spark Streaming:
- Real-time data processing with Spark Streaming
- Windowed operations and time-based transformations
- Integration with external systems and sources

4. Spark Machine Learning (MLlib):
- Introduction to machine learning with Spark MLlib
- Feature extraction and transformation in Spark MLlib
- Model training and evaluation using Spark MLlib

5. Spark Graph Processing (GraphX):
- Working with graph data in Spark using GraphX
- Graph processing algorithms and operations
- Analyzing and visualizing graph data in Spark

6. Spark Performance Tuning and Optimization:
- Identifying and resolving performance bottlenecks in Spark applications
- Spark configuration and tuning techniques
- Optimization strategies for Spark data processing

Exam Objectives:

1. Understand the fundamentals of Apache Spark and its components.
2. Perform data processing and transformations using RDDs.
3. Utilize Spark SQL for structured data processing and querying.
4. Implement real-time data processing using Spark Streaming.
5. Apply machine learning techniques with Spark MLlib.
6. Analyze and process graph data using Spark GraphX.
7. Optimize and tune Spark applications for improved performance.

Exam Syllabus:

The exam syllabus covers the following topics:

1. Spark Basics
- Apache Spark architecture and components
- RDDs (Resilient Distributed Datasets)
- Transformations and actions in Spark

2. Spark SQL
- Spark SQL and structured data processing
- SQL queries and DataFrame operations
- Spark SQL optimizations

3. Spark Streaming
- Real-time data processing with Spark Streaming
- Windowed operations and time-based transformations
- Integration with external systems

4. Spark Machine Learning (MLlib)
- Introduction to machine learning with Spark MLlib
- Feature extraction and transformation
- Model training and evaluation

5. Spark Graph Processing (GraphX)
- Graph data processing in Spark using GraphX
- Graph algorithms and operations
- Graph analysis and visualization

6. Spark Performance Tuning and Optimization
- Performance bottlenecks and optimization techniques
- Spark configuration and tuning
- Optimization strategies for data processing



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The Databricks Certified Associate Developer for Apache Spark 3.0 (DCAD) exam is a certification exam that evaluates a candidate's knowledge and skills in Apache Spark programming. The exam is designed to test the candidate's ability to write and optimize Spark applications, understand Spark architecture and APIs, and use Spark's machine learning and streaming capabilities. The certification is offered by Databricks, a cloud-based data analytics platform that provides solutions for data engineering, machine learning, and analytics.

The DCAD exam consists of 60 multiple-choice questions and must be completed within 90 minutes. The exam covers a wide range of Topics related to Spark programming, including Spark SQL, Spark Streaming, and Spark MLlib. Candidates are expected to have a deep understanding of the concepts and best practices of Spark programming and be able to apply them to real-world scenarios.

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Passing the DCAD exam and obtaining the certification can lead to many career opportunities in the data analytics industry. As Spark continues to be a popular tool for big data processing, the demand for qualified Spark developers is increasing. Certified Spark developers are recognized as valuable assets to their employers and can work in various roles, including data engineering, data analysis, and machine learning.

The DCAD exam is a challenging but rewarding assessment of a candidate's ability to apply Spark programming principles and best practices to real-world scenarios. Candidates who successfully pass the exam and obtain the certification can demonstrate their skills and knowledge in Spark programming, making them valuable assets to their employers. The certification can open up many career opportunities in the data analytics industry, making it a valuable credential for professionals in this field.

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Databricks Certified Associate Developer for Apache Spark 3.0 exam is a comprehensive assessment of a candidate's ability to write and optimize Spark applications, understand Spark architecture and APIs, and use Spark's machine learning and streaming capabilities. The exam covers a wide range of Topics related to Spark programming, and candidates are expected to have a deep understanding of the concepts and their practical applications. Preparation is key to passing the exam, and candidates should take advantage of the resources available to them, including killexams study materials and practice exams. Passing the DCAD exam and obtaining the certification can lead to many career opportunities in the data analytics industry, making it a valuable credential for professionals in this field.


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