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even so for this reason, not like cache and persist, you’ll also need to manually clear away your checkpoint for those who don’t require it any more. At a high level, these are dataframes without the schema and lack the catalyst optimiser available to dataframes. But that’s for another short article An additional time. How to acquire? Sound