Cloudera CCD-333 Exam Questions : Cloudera Certified Developer for Apache Hadoop

  • Exam Code: CCD-333
  • Exam Name: Cloudera Certified Developer for Apache Hadoop
  • Updated: Oct 08, 2026
  • Q&As: 60 Questions and Answers

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CCD-333 exam dumps

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Cloudera CCD-333 Exam Syllabus Topics:

SectionObjectives
Data Formats and Storage- Serialization formats
  • 1. Avro, Parquet, and SequenceFile concepts
    Hadoop Ecosystem and Architecture- YARN Resource Management
    • 1. Cluster resource management concepts
      • 2. Resource allocation and scheduling
        - Hadoop Distributed File System (HDFS)
        • 1. Data replication and fault tolerance
          • 2. HDFS architecture and components
            Data Ingestion and Integration- Sqoop
            • 1. Import/export between RDBMS and Hadoop
              - Flume
              • 1. Log collection and streaming ingestion
                Data Processing Tools- Hive
                • 1. SQL-like querying on Hadoop
                  - Pig
                  • 1. Pig Latin scripting
                    Workflow and Scheduling- Oozie
                    • 1. Workflow coordination and job scheduling
                      Data Processing with MapReduce- Optimization and debugging
                      • 1. Performance tuning basics
                        • 2. Job troubleshooting techniques
                          - MapReduce programming model
                          • 1. Mapper and Reducer logic
                            • 2. Shuffle and sort phase

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

                              Correct Answer: F  🗳️

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                              Question #2

                              MapReduce is well-suited for all of the following applications EXCEPT? (Choose one):

                              • A. Online transaction processing (OLTP) for an e-commerce Website.
                              • B. Analysis of large amounts of Web logs (queries, clicks, etc.).
                              • C. Graph mining on a large social network (e.g., Facebook friends network).
                              • D. Text mining on a large collections of unstructured documents.
                              Reveal Solution  Discussion  0

                              Correct Answer: A  🗳️

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                              Question #3

                              You are developing a combiner that takes as input Text keys, IntWritable values, and emits Text keys, Intwritable values. Which interface should your class implement?

                              • A. Combiner <Text, Text, IntWritable, IntWritable>
                              • B. Reducer <Text, IntWritable, Text, IntWritable>
                              • C. Combiner <Text, IntWritable, Text, IntWritable>
                              • D. Mapper <Text, IntWritable, Text, IntWritable>
                              • E. Reducer <Text, Text, IntWritable, IntWritable>
                              Reveal Solution  Discussion  0

                              Correct Answer: C  🗳️

                              Question #4

                              What is the difference between a failed task attempt and a killed task attempt?

                              • A. A failed task attempt is a task attempt that completed, but with an unexpected status value. A killed task attempt is a duplicate copy of a task attempt that was started as part of speculative execution.
                              • B. A failed task attempt is a task attempt that threw an unhandled exception. A killed task attempt is one that was terminated by the JobTracker.
                              • C. A failed task attempt is a task attempt that did not generate any key value pairs. A killed task attempt is a task attempt that threw an exception, and thus killed by the execution framework.
                              • D. A failed task attempt is a task attempt that threw a RuntimeException (i.e., the task fails). A killed task attempt is a task attempt that threw any other type of exception (e.g., IOException); the execution framework catches these exceptions and reports them as killed.
                              Reveal Solution  Discussion  0

                              Correct Answer: A  🗳️

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                              Question #5

                              Which MapReduce daemon runs on each slave node and participates in job execution?

                              • A. NameNode
                              • B. JobTracker
                              • C. Secondary NameNode
                              • D. TaskTracker
                              Reveal Solution  Discussion  0

                              Correct Answer: D  🗳️

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