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Databricks Certified Associate Developer for Apache Spark · Databricks
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- collect() brings all rows to the driver as a Python list of Rows — huge datasets crash the driver (OutOfMemoryError). Use take(n), show(n), or df.toLocalIterator() for safe sampling, or write to storage for large outputs.