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Exam Code: CCD-333
Exam Name: Cloudera Certified Developer for Apache Hadoop
Updated: Jun 02, 2026
Q & A: 60 Questions and Answers
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1. Can you use MapReduce to perform a relational join on two large tables sharing a key? Assume that the two tables are formatted as comma-separated file in HDFS.
A) Yes, so long as both tables fit into memory.
B) No, but it can be done with either Pig or Hive.
C) Yes, but only if one of the tables fits into memory.
D) Yes.
E) No, MapReduce cannot perform relational operations.
2. When is the reduce method first called in a MapReduce job?
A) 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.
B) 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.
C) 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.
D) 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.
3. 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) Sqoop
B) Flume
C) Hive
D) Pig
E) fuse-dfs
F) Hue
G) Oozie
4. 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 variable size blocks, which are stored on multiple data nodes. Each block is replicated three times by default.
C) 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.
D) 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.
E) The file is replicated three times by default. Eachcopy of the file is stored on a separate datanodes.
5. You are running a job that will process a single InputSplit on a cluster which has no other jobs currently running. Each node has an equal number of open Map slots. On which node will Hadoop first attempt to run the Map task?
A) The node with the most memory
B) The node on which this InputSplit is stored
C) The node with the lowest system load
D) The node with the most free local disk space
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: D | Question # 3 Answer: A | Question # 4 Answer: C | Question # 5 Answer: B |
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