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Cloudera CCD-333 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Data Ingestion and Workflow | - Flume data ingestion concepts - Sqoop data import/export |
| Hadoop Cluster Operations | - Resource management with YARN - Cluster configuration and management basics |
| Hadoop Fundamentals | - MapReduce programming model - HDFS architecture and data storage concepts |
| Data Analysis and Optimization | - Query optimization in Hive - Performance tuning in MapReduce jobs |
| Data Processing with Hadoop Ecosystem | - Pig Latin scripting basics - Hive query language and data warehousing |
Cloudera Certified Developer for Apache Hadoop Sample Questions:
1. 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 reduce method is called as soon as the intermediate key-value pairs start to arrive.
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) 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.
2. Given a Mapper, Reducer, and Driver class packaged into a jar, which is the correct way of submitting the job to the cluster?
A) hadoop jar class MyJar.jar MyDriverClass inputdir outputdir
B) hadoop jar MyJar.jar MyDriverClass inputdir outputdir
C) jar MyJar.jar MyDriverClass inputdir outputdir
D) jar MyJar.jar
3. Which of the following describes how a client reads a file from HDFS?
A) The client queries the NameNode for the block location(s). The NameNode returns the block location(s) to the client. The client reads the data directly off the DataNode(s).
B) The client contacts the NameNode for the block location(s). The NameNode contacts theDataNode that holds the requested data block. Data is transferred from the DataNode to the NameNode, and then from the NameNode to the client.
C) The client contacts the NameNode for the block location(s). The NameNode then queries the DataNodes for block locations. The DataNodes respond to the NameNode, and the NameNode redirects the client to the DataNode that holds the requested data block(s). The client then reads the data directly off the DataNode.
D) The client queries all DataNodes in parallel. The DataNode that contains the requested data responds directly to the client. The client reads the data directly off the DataNode.
4. What is a Writable?
A) Writable is an interface that all keys, but not values, in MapReduce must implement. Classes implementing this interface must implement methods for serializing and deserializing themselves.
B) Writable is an interface that all keys and values in MapReduce must implement. Classes implementing this interface must implement methods for serializing and deserializing themselves.
C) Writable is an abstract class that all keys and values in MapReduce must extend. Classes extending this abstract base class must implement methods for serializing and deserializing themselves
D) Writable is an abstract class that all keys, but not values, in MapReduce must extend. Classes extending this abstract base class must implement methods for serializing and deserializing themselves.
5. 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) r
B) mxr (i.e., m multiplied by r)
C) mr (i.e., m to the power of r)
D) m
E) m+r (i.e., m plus r)
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: C | Question # 4 Answer: B | Question # 5 Answer: B |

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