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PYSPARK • LESSON 94

Joining with Boolean Column Expressions

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

Intermediate2 Minutes460 XP
🤔 THE QUESTION

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

💡 WHAT IS IT?

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

🎯 WHAT IS IT USED FOR?

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

💻 EXAMPLE
joined_df = orders.join(
    customers,
    orders.client_id == customers.id,
    "inner"
)

🎯 Mission Objectives

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

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