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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: Jun 05, 2026

Q & A: 60 Questions and Answers

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CCD-333 exam dumps

Cloudera Certified Developer for Apache Hadoop Sample Questions:

1. In a MapReduce job, the reducer receives all values associated with the same key. Which statement is most accurate about the ordering of these values?

A) The values are in sorted order.
B) Since the values come from mapper outputs, the reducers will receive contiguous sections of sorted values.
C) The values are arbitrarily ordered, and the ordering may vary from run to run of the same MapReduce job.
D) The values are arbitrarily ordered, but multiple runs of the same MapReduce job will always have the same ordering.


2. Given a directory of files with the following structure: line number, tab character, string:
Example:
1.abialkjfjkaoasdfjksdlkjhqweroij
2.kadf jhuwqounahagtnbvaswslmnbfgy
3.kjfteiomndscxeqalkzhtopedkfslkj
You want to send each line as one record to your Mapper. Which InputFormat would you use to complete the line: setInputFormat (________.class);

A) BDBInputFormat
B) KeyValueTextInputFormat
C) SequenceFileAsTextInputFormat
D) SequenceFileInputFormat


3. How does the NameNode detect that a DataNode has failed?

A) The NameNode periodically pings the datanode. If the DataNode does not respond, the NameNode considers the DataNode as failed.
B) The NameNode does not need to know that a DataNode has failed.
C) When the NameNode fails to receive periodic heartbeats from the DataNode, it considers the DataNode as failed.
D) When HDFS starts up, the NameNode tries to communicate with the DataNode and considers the DataNode as failed if it does not respond.


4. In a MapReduce job with 500 map tasks, how many map task attempts will there be?

A) Between 500 and 1000.
B) At least 500.
C) It depends on the number of reducers in the job.
D) Exactly 500.
E) At most 500.


5. When is the reduce method first called in a MapReduce job?

A) Reduce methods and map methods all start at the beginning of a job, in order to provide optimal performance for map-only or reduce-only jobs.
B) Reducers start copying intermediate key-value pairs from each Mapper as soon as it has completed. The reduce method is called only after all intermediate data has been copied and sorted.
C) Reducers start copying intermediate key-value pairs from each Mapper as soon as it has completed. The programmer can configure in the job what percentage of the intermediate data should arrive before the reduce method begins.
D) Reducers start copying intermediate key value pairs from each Mapper as soon as it has completed. The reduce method is called as soon as the intermediate key-value pairs start to arrive.


Solutions:

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

CCD-333 Related Exams
DS-200 - Data Science Essentials Beta
CCD-410 - Cloudera Certified Developer for Apache Hadoop (CCDH)
Related Certifications
CCAH
CCSHB
Cloudera Certified
Cloudera Certification
CCDH
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