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Explain the implications of using Pandas API on Spark for data processing compared to native Spark DataFrames. Discuss the trade-offs in terms of performance, scalability, and ease of use.
A
Pandas API on Spark offers better performance and scalability than native Spark DataFrames but is less user-friendly.
B
Pandas API on Spark provides similar performance and scalability to native Spark DataFrames but with a more user-friendly interface.
C
Pandas API on Spark offers a more user-friendly interface but may have lower performance and scalability compared to native Spark DataFrames.
D
Pandas API on Spark is less user-friendly and offers lower performance and scalability compared to native Spark DataFrames.