Capability
Pyspark Dataframe Api With Arrow Based Serialization And Spark Connect
5 artifacts provide this capability.
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Unified engine for large-scale data processing and ML.
Unique: Uses Apache Arrow columnar format for zero-copy data transfer between Python and JVM, with Spark Connect enabling client-server architecture via gRPC for remote execution without embedding the JVM in Python processes
vs others: Faster than native Python Spark for data transfer because Arrow avoids pickle serialization overhead; more accessible than Scala API for Python developers because it uses familiar pandas-like syntax