Cloudera CCD-333 real exam prep : Cloudera Certified Developer for Apache Hadoop

  • Exam Code: CCD-333
  • Exam Name: Cloudera Certified Developer for Apache Hadoop
  • Updated: Sep 09, 2026
  • Q&As: 60 Questions and Answers

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Cloudera CCD-333 Exam Syllabus Topics:

SectionObjectives
Hadoop Cluster Operations- Cluster configuration and management basics
- Resource management with YARN
Data Analysis and Optimization- Query optimization in Hive
- Performance tuning in MapReduce jobs
Data Ingestion and Workflow- Sqoop data import/export
- Flume data ingestion concepts
Data Processing with Hadoop Ecosystem- Pig Latin scripting basics
- Hive query language and data warehousing
Hadoop Fundamentals- MapReduce programming model
- HDFS architecture and data storage concepts

Cloudera Certified Developer for Apache Hadoop Sample Questions:

Question #1

You have the following key value pairs as output from your Map task:
(The, 1)
(Fox, 1)
(Runs, 1)
(Faster, 1)
(Than, 1)
(The, 1)
(Dog, 1)
How many keys will be passed to the reducer?

  • A. Six
  • B. Four
  • C. Three
  • D. One
  • E. Five
  • F. Two
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #2

In a MapReduce job, you want each of you input files processed by a single map task. How do you configure a MapReduce job so that a single map task processes each input file regardless of how many blocks the input file occupies?

  • A. Write a custom FileInputFormat and override the method isSplittable to always return false.
  • B. Write a custom MapRunner that iterates over all key-value pairs in the entire file.
  • C. Increase the parameter that controls minimum split size in the job configuration.
  • D. Set the number of mappers equal to the number of input files you want to process.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #3

Which of the following statements most accurately describes the relationship between MapReduce and Pig?

  • A. Pig programs rely on MapReduce but are extensible, allowing developers to do special-purpose processing not provided by MapReduce.
  • B. Pig provides additional capabilities that allow certain types of data manipulation not possible with MapReduce.
  • C. Pig provides no additional capabilities to MapReduce. Pig programs are executed as MapReduce jobs via the Pig interpreter.
  • D. Pig provides the additional capability of allowing you to control the flow of multiple MapReduce jobs.
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Correct Answer: D  🗳️

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Question #4

Which of the following utilities allows you to create and run MapReduce jobs with any executable or script as the mapper and/or the reducer?

  • A. Hadoop Streaming
  • B. Oozie
  • C. Flume
  • D. Sqoop
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #5

If you run the word count MapReduce program with m mappers and r reducers, how many output files will you get at the end of the job? And how many key-value pairs will there be in each file? Assume k is the number of unique words in the input files.

  • A. There will be r files, each with exactly k/r key-value pairs.
  • B. There will be m files, each with exactly k/m key value pairs.
  • C. There will be m files, each with approximately k/m key-value pairs.
  • D. There will be r files, each with approximately k/m key-value pairs.
  • E. There will be r files, each with approximately k/r key-value pairs.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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