GitHub user pitrou added a comment to the discussion: It is possible to reduce 
peak memory usage when using datasets (to use predicate pushdown) when reading 
single parquet files

Yes, and it will also depend on which platform you run it on (the system 
allocator is obviously system-dependent).

GitHub link: 
https://github.com/apache/arrow/discussions/47003#discussioncomment-13765866

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