Prepare with Cloudera CCD-333 exam torrent, pass for sure
Last Updated: Sep 06, 2026
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Cloudera CCD-333 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Hadoop Cluster Operations | - Cluster configuration and management basics - Resource management with YARN |
| Topic 2: Data Analysis and Optimization | - Performance tuning in MapReduce jobs - Query optimization in Hive |
| Topic 3: Hadoop Fundamentals | - HDFS architecture and data storage concepts - MapReduce programming model |
| Topic 4: Data Processing with Hadoop Ecosystem | - Pig Latin scripting basics - Hive query language and data warehousing |
| Topic 5: Data Ingestion and Workflow | - Flume data ingestion concepts - Sqoop data import/export |
Cloudera Certified Developer for Apache Hadoop Sample Questions:
Your Custer's HOFS block size is 64MB. You have a directory containing 100 plain text files, each of which Is 100MB in size. The InputFormat for your job is TextInputFormat. How many Mappers will run?
- A. 100
- B. 200
- C. 640
- D. 64
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Which of the following best describes the map method input and output?
- A. It accepts a single key-value pair as input and can emit any number of key-value pairs as output, including zero.
- B. It accepts a list of key-value pairs as input hut run emit only one key value pair as output.
- C. It accepts a single key-value pair as input and emits a single key and list of corresponding values as output
- D. It accepts a single key-value pair as input and can emit only one key-value pair as output.
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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. mxr (i.e., m multiplied by r)
- B. m
- C. mr (i.e., m to the power of r)
- D. m+r (i.e., m plus r)
- E. r
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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. Multiple blocks from the same file might reside 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.HDFS guarantees that different blocks from the same file are never on the same datanode.
- C. The file is replicated three times by default. Eachcopy of the file is stored on a separate datanodes.
- D. The file is divided into variable size blocks, which are stored on multiple data nodes. Each block is replicated three times by default.
- E. 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.
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What happens in a MapReduce job when you set the number of reducers to zero?
- A. Setting the number of reducers to zero is invalid, and an exception is thrown.
- B. No reducer executes, but the mappers generate no output.
- C. No reducer executes, and the output of each mapper is written to a separate file in HDFS.
- D. No reducer executes, but the outputs of all the mappers are gathered together and written to a single file in HDFS.
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