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

  • 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:

SectionWeightObjectives
Topic 1: Hadoop Ecosystem Tools25%- Oozie workflow scheduling
- Apache Pig and data flow scripting
- Apache Hive and data warehousing
- Sqoop and Flume for data ingestion
Topic 2: MapReduce Design and Development35%- Job configuration and optimization
- Mappers, reducers, combiners, partitioners
- MapReduce workflow and execution
- Input/output formats and data serialization
Topic 3: Best Practices and Optimization15%- Debugging and error handling
- Scalability and fault tolerance
- Performance tuning
Topic 4: Hadoop Architecture and HDFS25%- HDFS API usage
- Data access, replication, and consistency
- HDFS components and design

Cloudera Certified Developer for Apache Hadoop Sample Questions:

Question #1

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

  • A. NameNode
  • B. JobTracker
  • C. Secondary NameNode
  • D. TaskTracker
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Correct Answer: D  🗳️

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Question #2

Which happens if the NameNode crashes?

  • A. HDFS becomes unavailable until the NameNode is restored.
  • B. HDFS becomes temporarily unavailable until an administrator starts redirecting client requests to the Secondary NameNode.
  • C. HDFS becomes unavailable to new MapReduce jobs, but running jobs will continue until completion.
  • D. The Secondary NameNode seamlessly takes over and there is no service interruption.
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Correct Answer: A  🗳️

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Question #3

Which of the following statements best describes how a large (100 GB) file is stored in HDFS?

  • A. The file is divided into fixed-size blocks, which are stored on multiple datanodes. Each block is replicated three times by default.HDFS guarantees that different blocks from the same file are never on the same datanode.
  • B. The file is divided into fixed-size blocks, which are stored on multiple datanodes. Each block is replicated three times by default. Multiple blocks from the same file might reside on the same datanode.
  • C. The master copy of the file is stored on a single datanode. The replica copies are divided into fixed-size blocks, which are stored on multiple datanodes.
  • D. The file is replicated three times by default. Eachcopy of the file is stored on a separate datanodes.
  • E. The file is divided into variable size blocks, which are stored on multiple data nodes. Each block is replicated three times by default.
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Correct Answer: A  🗳️

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Question #4

Does the MapReduce programming model provide a way for reducers to communicate with each other?

  • A. No, each reducer runs independently and in isolation.
  • B. Yes, reducers can communicate with each other by dispatching intermediate key value pairs that get shuffled to another reduce
  • C. Yes, all reducers can communicate with each other by passing information through the jobconf object.
  • D. Yes, reducers running on the same machine can communicate with each other through shared memory, but not reducers on different machines.
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Correct Answer: A  🗳️

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Question #5

Which statement best describes the data path of intermediate key-value pairs (i.e., output of the mappers)?

  • A. Intermediate key-value pairs are written to the local disks of the machines running the map tasks, and then copied to the machine running the reduce tasks.
  • B. Intermediate key-value pairs are written to HDFS. Reducers read the intermediate data from HDFS.
  • C. Intermediate key-value pairs are written to the local disks of the machines running the map tasks, and are then copied to HDFS. Reducers read the intermediate data from HDFS.
  • D. Intermediate key-value pairs are written to HDFS. Reducers copy the intermediate data to the local disks of the machines running the reduce tasks.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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