Why it matters
GPU Spark is emerging. Understanding shapes performance options.
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The architecture
Plugin: replaces Spark SQL operators with GPU versions.
Falls back to CPU when unsupported.
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How it works end to end
Supported operators: many aggregate, join, filter.
Data must fit on GPU.
Best for large scan + join.
Cost: GPU vs CPU pricing.