Thanks, that’s useful information. Are there other fundamental reasons why KNIME is likely to be slower? The post at Knime is slowing down - #2 by marc-bux suggests a key difference is that every KNIME node writes data to disk, and this adds execution time that isn’t incurred by most Python commands.