In addition to other comments, I will just add that make sure you do the cache only when necessary. i.e. if you need to save a data frame for a time being to be referenced later in the code, then you should consider doing a cache. But if your code has only dataframe being used then we don't need to do cache.

Unnecessary can add to the problem rather than helping.