CCD-333 exam dumps

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  • Exam Code: CCD-333
  • Exam Name: Cloudera Certified Developer for Apache Hadoop
  • No. of Questions: 60 Questions and Answers
  • Updated: Sep 29, 2026

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Cloudera CCD-333 Exam Syllabus Topics:

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

Cloudera Certified Developer for Apache Hadoop Sample Questions:

You need a distributed, scalable, data Store that allows you random, realtime read/write access to hundreds of terabytes of data. Which of the following would you use?

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

Correct Answer: D  🗳️

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For each intermediate key, each reducer task can emit:

  • A. As many final key-value pairs as desired, as long as all the keys have the same type and all the values have the same type.
  • B. One final key-value pair per value associated with the key; no restrictions on the type.
  • C. As many final key-value pairs as desired, but they must have the same type as the intermediate key-value pairs.
  • D. One final key value pair per key; no restrictions on the type.
  • E. As many final key value pairs as desired. There are no restrictions on the types of those key-value pairs (i.e., they can be heterogeneous)
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Correct Answer: D  🗳️

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What is a SequenceFile?

  • A. A SequenceFile contains a binary encoding of an arbitrary number key-value pairs. Each key must be the same type. Each value must be same type.
  • B. A SequenceFile contains a binary encoding of an arbitrary number of heterogeneous writable objects.
  • C. A SequenceFile contains a binary encoding of an arbitrary number of WritableComparable objects, in sorted order.
  • D. A SequenceFile contains a binary encoding of an arbitrary number of homogeneous writable objects.
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Correct Answer: A  🗳️

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Which two of the following are valid statements? (Choose two)

  • A. HDFS is a distributed file system that runs on top of native OS filesystems and is well suited to storage of very large data sets.
  • B. HDFS is optimized for storing a large number of files smaller than the HDFS block size.
  • C. HDFS is a distributed file system that replaces ext3 or ext4 on Linux nodes in a Hadoop cluster.
  • D. HDFS has the Characteristic of supporting a "write once, read many" data access model.
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Correct Answer: A,D  🗳️

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

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

Correct Answer: C  🗳️

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