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Databricks Certified Associate Developer for Apache Spark · Databricks
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- df.transform(lambda d: d.withColumn(...).filter(...)) applies a function returning a DataFrame, enabling clean composition. pipe is pandas. apply is for Series/pandas_udf. transform makes pipelines more readable.