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Allison Wang

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titleconferencedate
Polars on SparkPyData Seattle 20252025-11-07
Claims that combining PySpark Arrow UDFs with Polars yields real speed and memory wins: Polars is a Rust DataFrame that reads Arrow without copying, enabling…
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Empowering PySpark with Lance Format for Multi-Modal AI Data PipelinesPyData Global 20242024-12-03
Claim: PySpark writes directly to Lance format using the Python Data Source API and Arrow so transformed data lands as Lance fragments without intermediate…
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Faster PySpark with Apache ArrowPyData NYC 20242024-11-06
Claims that Apache Arrow reduces PySpark serialization cost and speeds Python UDFs by concrete amounts and shows working examples. Benchmarks show…
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