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PYSPARK โ€ข LESSON 202

Nested Struct Transformations

How can we create a nested StructType column grouping multiple related scalar attributes together?

Advancedโฑ 3 Minutesโญ 810 XP
๐Ÿค” THE QUESTION

How can we create a nested StructType column grouping multiple related scalar attributes together?

๐Ÿ’ก WHAT IS IT?

The struct() function packages multiple discrete columns into a single nested composite struct without data duplication.

๐ŸŽฏ WHAT IS IT USED FOR?

Constructing hierarchical domain models, preparing nested payloads for APIs, or organizing dimensional entities.

๐Ÿ’ป EXAMPLE
df_nested = df.withColumn("address", struct(col("street"), col("city"), col("state"), col("postal_code")))

๐ŸŽฏ Mission Objectives

Practice typing production-grade PySpark code for Nested Struct Transformations.

  • โœ“ struct() function
  • โœ“ Grouping related attributes
  • โœ“ Nested schema construction