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Cloudera CCD-333 : Cloudera Certified Developer for Apache Hadoop

CCD-333 real exams

Exam Code: CCD-333

Exam Name: Cloudera Certified Developer for Apache Hadoop

Updated: Sep 09, 2026

Q & A: 60 Questions and Answers

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Cloudera CCD-333 Exam Syllabus Topics:

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

                              Cloudera Certified Developer for Apache Hadoop Sample Questions:

                              Question #1

                              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. Reducer <Text, Text, IntWritable, IntWritable>
                              B. Reducer <Text, IntWritable, Text, IntWritable>
                              C. Combiner <Text, IntWritable, Text, IntWritable>
                              D. Combiner <Text, Text, IntWritable, IntWritable>
                              E. Mapper <Text, IntWritable, Text, IntWritable>


                              Question #2

                              In a large MapReduce job with m mappers and r reducers, how many distinct copy operations will there be in the sort/shuffle phase?

                              A. m
                              B. mr (i.e., m to the power of r)
                              C. r
                              D. mxr (i.e., m multiplied by r)
                              E. m+r (i.e., m plus r)


                              Question #3

                              Given a Mapper, Reducer, and Driver class packaged into a jar, which is the correct way of submitting the job to the cluster?

                              A. hadoop jar class MyJar.jar MyDriverClass inputdir outputdir
                              B. jar MyJar.jar MyDriverClass inputdir outputdir
                              C. hadoop jar MyJar.jar MyDriverClass inputdir outputdir
                              D. jar MyJar.jar


                              Question #4

                              What is a Writable?

                              A. Writable is an interface that all keys and values in MapReduce must implement. Classes implementing this interface must implement methods for serializing and deserializing themselves.
                              B. Writable is an interface that all keys, but not values, in MapReduce must implement. Classes implementing this interface must implement methods for serializing and deserializing themselves.
                              C. Writable is an abstract class that all keys and values in MapReduce must extend. Classes extending this abstract base class must implement methods for serializing and deserializing themselves
                              D. Writable is an abstract class that all keys, but not values, in MapReduce must extend. Classes extending this abstract base class must implement methods for serializing and deserializing themselves.


                              Question #5

                              What types of algorithms are difficult to express MapReduce?

                              A. Text analysis algorithms on large collections of unstructured text (e.g., Web crawls).
                              B. Algorithms that requite global, shared state.
                              C. Large-scale graph algorithms that require one-step link traversal.
                              D. Relational operations on large amounts of structured and semi structured data.
                              E. Algorithms that require applying the same mathematical function to large numbers of individual binary records.


                              Solutions:

                              Question #1
                              Answer: C
                              Question #2
                              Answer: D
                              Question #3
                              Answer: C
                              Question #4
                              Answer: A
                              Question #5
                              Answer: B

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