sparkPySpark SQL is a very important and most used module that is used for structured data processing. It allows developers to seamlessly integrate SQL queries with SparkSpark’s primary abstraction is a distributed collection of items called a Dataset. Datasets can be created from Hadoop InputFormats (such as HDFS files) or by transforming other Datasets.