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In the visual job, the Iceberg catalog is configured for you, in your script job, you have to do it yourself, otherwise it won't recognize the "glue_catalog" (which is really the Iceberg catalog backed by Glue).
See https://docs.aws.amazon.com/glue/latest/dg/aws-glue-programming-etl-format-iceberg.html#aws-glue-programming-etl-format-iceberg-enable
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