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Last Updated: Aug 18, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Hadoop Fundamentals & Architecture | 20% | - YARN architecture and job execution - MapReduce concepts and job lifecycle - HDFS operations and file management |
| Topic 2: Apache Hive Development | 25% | - Write and optimize HiveQL queries - Use Hive functions, views, and metastore - Create and manage Hive tables, partitions, and buckets |
| Topic 3: Data Ingestion | 25% | - Import/export data using Sqoop - Ingest streaming data with Flume - Load data into HDFS from external sources |
| Topic 4: Apache Pig Development | 30% | - Debug and tune Pig jobs - Data transformation, filtering, joining, and aggregation - Write and optimize Pig Latin scripts |
1. For each intermediate key, each reducer task can emit:
A) As many final key-value pairs as desired. There are no restrictions on the types of those key-value pairs (i.e., they can be heterogeneous).
B) As many final key-value pairs as desired, but they must have the same type as the intermediate key-value pairs.
C) One final key-value pair per key; no restrictions on the type.
D) One final key-value pair per value associated with the key; no restrictions on the type.
E) As many final key-value pairs as desired, as long as all the keys have the same type and all the values have the same type.
2. For each input key-value pair, mappers can emit:
A) As many intermediate key-value pairs as designed, as long as all the keys have the same types and all the values have the same type.
B) As many intermediate key-value pairs as designed, but they cannot be of the same type as the input key-value pair.
C) As many intermediate key-value pairs as designed. There are no restrictions on the types of those key-value pairs (i.e., they can be heterogeneous).
D) One intermediate key-value pair, but of the same type.
E) One intermediate key-value pair, of a different type.
3. What does the following command do?
register '/piggyban):/pig-files.jar';
A) Invokes the user-defined functions contained in the jar file
B) Assigns a name to a user-defined function or streaming command
C) Specifies the location of the JAR file containing the user-defined functions
D) Transforms Pig user-defined functions into a format that Hive can accept
4. Which one of the following statements regarding the components of YARN is FALSE?
A) A Container executes a specific task as assigned by the ApplicationMaster
B) The ResourceManager is responsible for scheduling and allocating resources
C) The ResourceManager monitors and restarts any failed Containers
D) A client application submits a YARW job to the ResourceManager
5. All keys used for intermediate output from mappers must:
A) Implement a comparator for speedy sorting.
B) Override isSplitable.
C) Implement a splittable compression algorithm.
D) Be a subclass of FileInputFormat.
E) Implement WritableComparable.
Solutions:
| Question # 1 Answer: E | Question # 2 Answer: A | Question # 3 Answer: C | Question # 4 Answer: C | Question # 5 Answer: E |
Cora
Eve
Jean
Madeline
Nora
Samantha
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