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- df.withColumnRenamed(old, new) is the standard way to rename a column in a DataFrame. alias is used on Column or DataFrame expressions for aliasing, not a DataFrame-level rename. There is no df.rename in PySpark. withColumn replaces or adds columns, not renames.