Spark SQL is the Spark component for structured data ...
Spark SQL is the Spark component for structured data processing
It provides a programming abstraction called Dataset and can act as a distributed SQL query engine
The input data can be queried by using
Ad-hoc methods Or an SQL-like language
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The interfaces provided by Spark SQL provide more information about the structure of both the data and the computation being performed
Spark SQL uses this extra information to perform extra optimizations based on an "SQL-like" optimizer called Catalyst
=> Programs based on Datasets are usually faster than standard RDD-based programs
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RDD
vs
Unstructured
Dataset/DataFrame
Structured
Distributed list of objects
~Distributed SQL table
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Dataset
Distributed collection of structured data
It provides the benefits of RDDs
Strong typing Ability to use powerful lambda functions
And the benefits of Spark SQL's optimized execution engine exploiting the information about the data structure
Compute the best execution plan before executing the code
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