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Maybe you can use narrow? Note that it's an experimental project (there will be breaking changes) and not all types are supported. There is a parquet write example here that includes the conversion to an Arrow RecordBatch.

Other options: arrow_convert and serde_arrow.

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@ross-paypay
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