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PYSPARK โ€ข LESSON 131

Text Schema Definition with StringType

How do we define an explicit user profile schema containing required IDs, usernames, and nullable bios?

Advancedโฑ 2 Minutesโญ 670 XP
๐Ÿค” THE QUESTION

How do we define an explicit user profile schema containing required IDs, usernames, and nullable bios?

๐Ÿ’ก WHAT IS IT?

Combining StringType fields with varying boolean nullability flags to model user profile entities.

๐ŸŽฏ WHAT IS IT USED FOR?

Ingesting user profiles from REST API payloads and verifying text column constraints.

๐Ÿ’ป EXAMPLE
from pyspark.sql.types import StructType, StructField, StringType

user_schema = StructType([
    StructField("user_id", StringType(), False),
    StructField("username", StringType(), False),
    StructField("bio", StringType(), True)
])

๐ŸŽฏ Mission Objectives

Practice typing production-grade PySpark code for Text Schema Definition with StringType.

  • โœ“ Define user profile schema
  • โœ“ Enforce non-null constraints on user_id and username
  • โœ“ Allow nullable bio string field