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H13-711_V3.5 · Question #310

What modules does the Spark framework include? (Multiple choice)

The correct answer is A. Spark SQL B. Spark Streaming C. Spark GraphX D. Spark Mllib. All four options are correct because Apache Spark is a unified analytics engine built around four core modules that extend its base distributed computing capabilities. Spark SQL enables structured data processing with SQL queries and DataFrames. Spark Streaming (and its…

Big Data Processing Technologies (MapReduce, Spark, Hive)

Question

What modules does the Spark framework include? (Multiple choice)

Options

  • ASpark SQL
  • BSpark Streaming
  • CSpark GraphX
  • DSpark Mllib

How the community answered

(32 responses)
  • A
    100% (32)

Explanation

All four options are correct because Apache Spark is a unified analytics engine built around four core modules that extend its base distributed computing capabilities. Spark SQL enables structured data processing with SQL queries and DataFrames. Spark Streaming (and its successor, Structured Streaming) handles real-time data processing of live data streams. Spark GraphX provides a graph computation API for graph-parallel operations. Spark MLlib is Spark's scalable machine learning library offering algorithms for classification, regression, clustering, and more.

Since every choice is correct, there are no distractors to eliminate - this question tests whether you know the full breadth of Spark's ecosystem rather than tricking you with fake modules.

Memory tip: Use the acronym SGMS - Spark SQL, GraphX, MLlib, Streaming - or think of Spark as covering the four pillars of modern data work: structured queries, graphs, machine learning, and streaming.

Topics

#Apache Spark#Spark Modules#Distributed Processing#Data Pipeline Components

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