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Broadcast joins eliminate shuffles for large fact tables joined with small dimensions. Avoid.collect() and.toPandas() on massive datasets to prevent OOM crashes. Use OPTIMIZE with ZORDER BY for Delta Lake to compact small files into 128MB-512MB sizes.
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Summary by ByteBrief
Parallel Orchestration Patterns for ML Workloads in Production