CCA Spark and Hadoop Developer Practice Test
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Exam Number : CCA175
Exam Name : CCA Spark and Hadoop Developer
Vendor Name : Cloudera
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CCA175 test Format | CCA175 Course Contents | CCA175 Course Outline | CCA175 test Syllabus | CCA175 test Objectives
Exam Detail:
The CCA175 (CCA Spark and Hadoop Developer) is a certification test that validates the skills and knowledge of individuals in developing and deploying Spark and Hadoop applications. Here are the test details for CCA175:
- Number of Questions: The test typically consists of multiple-choice and hands-on coding questions. The exact number of questions may vary, but typically, the test includes around 8 to 12 tasks that require coding and data manipulation.
- Time Limit: The time allocated to complete the test is 120 minutes (2 hours).
Course Outline:
The CCA175 course covers various syllabus related to Apache Spark, Hadoop, and data processing. The course outline typically includes the following topics:
1. Introduction to Big Data and Hadoop:
- Overview of Big Data concepts and challenges.
- Introduction to Hadoop and its ecosystem components.
2. Hadoop File System (HDFS):
- Understanding Hadoop Distributed File System (HDFS).
- Managing and manipulating data in HDFS.
- Performing file system operations using Hadoop commands.
3. Apache Spark Fundamentals:
- Introduction to Apache Spark and its features.
- Understanding Spark architecture and execution model.
- Writing and running Spark applications using Spark Shell.
4. Spark Data Processing:
- Transforming and manipulating data using Spark RDDs (Resilient Distributed Datasets).
- Applying transformations and actions to RDDs.
- Working with Spark DataFrames and Datasets.
5. Spark SQL and Data Analysis:
- Querying and analyzing data using Spark SQL.
- Performing data aggregation, filtering, and sorting operations.
- Working with structured and semi-structured data.
6. Spark Streaming and Data Integration:
- Processing real-time data using Spark Streaming.
- Integrating Spark with external data sources and systems.
- Handling data ingestion and data integration challenges.
Exam Objectives:
The objectives of the CCA175 test are as follows:
- Evaluating candidates' knowledge of Hadoop ecosystem components and their usage.
- Assessing candidates' proficiency in coding Spark applications using Scala or Python.
- Testing candidates' ability to manipulate and process data using Spark RDDs, DataFrames, and Spark SQL.
- Assessing candidates' understanding of data integration and streaming concepts in Spark.
Exam Syllabus:
The specific test syllabus for the CCA175 test covers the following areas:
1. Data Ingestion: Ingesting data into Hadoop using various techniques (e.g., Sqoop, Flume).
2. Transforming Data with Apache Spark: Transforming and manipulating data using Spark RDDs, DataFrames, and Spark SQL.
3. Loading Data into Hadoop: Loading data into Hadoop using various techniques (e.g., Sqoop, Flume).
4. Querying Data with Apache Hive: Querying data stored in Hadoop using Apache Hive.
5. Data Analysis with Apache Spark: Analyzing and processing data using Spark RDDs, DataFrames, and Spark SQL.
6. Writing Spark Applications: Writing and executing Spark applications using Scala or Python.
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