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DATABRICKS-CERTIFIED-ASSOCIATE-DEVELOPER-FOR-APACHE-SPARK · Question #100

Which of the following describes a partition?

The correct answer is E. A partition is a collection of rows of data that fit on a single machine in a cluster. A Spark partition is a logical chunk of data - specifically, a collection of rows that resides on a single machine in the cluster at any given time. One task processes exactly one partition. Option A is wrong - partitions are not defined by executor memory capacity. Option B is…

Spark Architecture and Components

Question

Which of the following describes a partition?

Options

  • AA partition is the amount of data that fits in a single executor.
  • BA partition is an automatically-sized segment of data that is used to create efficient logical plans.
  • CA partition is the amount of data that fits on a single worker node.
  • DA partition is a portion of a Spark application that is made up of similar jobs.
  • EA partition is a collection of rows of data that fit on a single machine in a cluster.

How the community answered

(63 responses)
  • A
    2% (1)
  • C
    2% (1)
  • D
    3% (2)
  • E
    94% (59)

Explanation

A Spark partition is a logical chunk of data - specifically, a collection of rows that resides on a single machine in the cluster at any given time. One task processes exactly one partition. Option A is wrong - partitions are not defined by executor memory capacity. Option B is wrong - partitions are not automatically sized for logical plans; logical plans operate independently of partitioning. Option C is wrong - a worker node can hold many partitions simultaneously across multiple executor slots. Option D is wrong - partitions are data subdivisions, not groupings of jobs. Option E is correct: a partition is simply a subset of rows that fits on (and is processed by) a single machine.

Topics

#Spark Architecture#Data Partitioning#Distributed Processing#Spark Core Concepts

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