CCD-333 Q&As - in .pdf

CCD-333 pdf
  • Exam Code: CCD-333
  • Exam Name: Cloudera Certified Developer for Apache Hadoop
  • Updated: Sep 13, 2026
  • Q & A: 60 Questions and Answers
  • PDF Price: $59.99
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  • Exam Code: CCD-333
  • Exam Name: Cloudera Certified Developer for Apache Hadoop
  • Updated: Sep 13, 2026
  • Q & A: 60 Questions and Answers
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CCD-333 Testing Engine
  • Exam Code: CCD-333
  • Exam Name: Cloudera Certified Developer for Apache Hadoop
  • Updated: Sep 13, 2026
  • Q & A: 60 Questions and Answers
  • Software Price: $59.99
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Cloudera CCD-333 Exam Syllabus Topics:

SectionObjectives
Topic 1: Data Processing Tools- Hive
  • 1. SQL-like querying on Hadoop
    - Pig
    • 1. Pig Latin scripting
      Topic 2: Workflow and Scheduling- Oozie
      • 1. Workflow coordination and job scheduling
        Topic 3: Data Processing with MapReduce- Optimization and debugging
        • 1. Performance tuning basics
          • 2. Job troubleshooting techniques
            - MapReduce programming model
            • 1. Shuffle and sort phase
              • 2. Mapper and Reducer logic
                Topic 4: 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
                        Topic 5: Data Formats and Storage- Serialization formats
                        • 1. Avro, Parquet, and SequenceFile concepts
                          Topic 6: Data Ingestion and Integration- Flume
                          • 1. Log collection and streaming ingestion
                            - Sqoop
                            • 1. Import/export between RDBMS and Hadoop

                              Cloudera Certified Developer for Apache Hadoop Sample Questions:

                              Question #1

                              Combiners Increase the efficiency of a MapReduce program because:

                              • A. They provide a mechanism for different mappers to communicate with each Other, thereby reducing synchronization overhead.
                              • B. They provide an optimization and reduce the total number of computations that are needed to execute an algorithm by a factor of n, where is the number of reducer.
                              • C. They aggregate intermediate map output horn a small number of nearby (i.e., rack-local) machines and therefore reduce the amount of data that needs to be shuffled across the network to the reducers.
                              • D. They aggregate intermediate map output locally on each individual machine and therefore reduce the amount of data that needs to be shuffled across the network to the reducers.
                              Reveal Solution  Discussion  0

                              Correct Answer: D  🗳️

                              Explanation: Only visible for LatestCram members. You can sign-up / login (it's free).

                              Question #2

                              What is the standard configuration of slave nodes in a Hadoop cluster?

                              • A. Each slave node runs a TaskTracker, but only a fraction of the slave nodes run DataNode daemons.
                              • B. Each slave node runs a TaskTracker and a DataNode daemon.
                              • C. Each slave node runs a JobTracker and a DataNode daemon.
                              • D. Each slave node either runs a TaskTracker or a DataNode daemon, but not both.
                              • E. Each slave node runs a DataNode daemon, but only a fraction of the slave nodes run TaskTrackers.
                              Reveal Solution  Discussion  0

                              Correct Answer: B  🗳️

                              Explanation: Only visible for LatestCram members. You can sign-up / login (it's free).

                              Question #3

                              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  🗳️

                              Explanation: Only visible for LatestCram members. You can sign-up / login (it's free).

                              Question #4

                              You need to import a portion of a relational database every day as files to HDFS, and generate Java classes to Interact with your imported data. Which of the following tools should you use to accomplish this?

                              • A. Hive
                              • B. Pig
                              • C. fuse-dfs
                              • D. Oozie
                              • E. Hue
                              • F. Flume
                              • G. Sqoop
                              Reveal Solution  Discussion  0

                              Correct Answer: G  🗳️

                              Explanation: Only visible for LatestCram members. You can sign-up / login (it's free).

                              Question #5

                              Which of the Following best describes the lifecycle of a Mapper?

                              • A. The JobTracker spawns a new Mapper to process all records in a single file.
                              • B. The TaskTracker spawns a new Mapper to process all records in a single input split.
                              • C. The JobTracker calls the FastTracker's configure () method, then its map () method and finally its closer ()
                              • D. The TaskTracker spawns a new Mapper to process each key-value pair.
                              Reveal Solution  Discussion  0

                              Correct Answer: D  🗳️

                              Explanation: Only visible for LatestCram members. You can sign-up / login (it's free).

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