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PYSPARK โ€ข LESSON 73

Counting Rows with count()

How do we calculate total order volume across an entire dataset using the count() aggregate function?

Intermediateโฑ 2 Minutesโญ 350 XP
๐Ÿค” THE QUESTION

How do we calculate total order volume across an entire dataset using the count() aggregate function?

๐Ÿ’ก WHAT IS IT?

count('*') calculates the total number of records in the DataFrame as a distributed aggregation.

๐ŸŽฏ WHAT IS IT USED FOR?

Batch reconciliation, logging dataset size metrics, and validating completeness against source systems.

๐Ÿ’ป EXAMPLE
from pyspark.sql.functions import count

df.select(count("*").alias("total_orders")).show()

๐ŸŽฏ Mission Objectives

Practice typing production-grade PySpark code for Counting Rows with count().

  • โœ“ Import count function
  • โœ“ Compute total record count
  • โœ“ Alias result column