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| Section | Objectives |
|---|---|
| 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 |
| Hadoop Fundamentals | - HDFS architecture and data storage concepts - MapReduce programming model |
| Hadoop Cluster Operations | - Resource management with YARN - Cluster configuration and management basics |
| Data Ingestion and Workflow | - Sqoop data import/export - Flume data ingestion concepts |
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?
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The Hadoop framework provides a mechanism for coping with machine issues such as faulty configuration or impending hardware failure. MapReduce detects that one or a number of machines are performing poorly and starts more copies of a map or reduce task. All the tasks run simultaneously and the task that finish first are used. This is called:
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If you run the word count MapReduce program with m mappers and r reducers, how many output files will you get at the end of the job? And how many key-value pairs will there be in each file? Assume k is the number of unique words in the input files.
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You've written a MapReduce job that will process 500 million input records and generate 500 million key-value pairs. The data is not uniformly distributed. Your MapReduce job will create a significant amount of intermediate data that it needs to transfer between mappers and reducers which is a potential bottleneck. A custom implementation of which of the following interfaces is most likely to reduce the amount of intermediate data transferred across the network?
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MapReduce is well-suited for all of the following applications EXCEPT? (Choose one):
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