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PYSPARK โ€ข LESSON 94

Joining with Boolean Column Expressions

How do we join tables when the join key has different column names in the two DataFrames?

Intermediateโฑ 2 Minutesโญ 460 XP
๐Ÿค” THE QUESTION

How do we join tables when the join key has different column names in the two DataFrames?

๐Ÿ’ก WHAT IS IT?

Using a boolean equality expression (orders.client_id == customers.id) to join mismatched column names.

๐ŸŽฏ WHAT IS IT USED FOR?

Integrating disparate source systems with legacy column schemas and non-standard foreign keys.

๐Ÿ’ป EXAMPLE
joined_df = orders.join(
    customers,
    orders.client_id == customers.id,
    "inner"
)

๐ŸŽฏ Mission Objectives

Practice typing production-grade PySpark code for Joining with Boolean Column Expressions.

  • โœ“ Specify explicit boolean join expression
  • โœ“ Join tables with mismatched key names
  • โœ“ Execute typed inner join