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

Also you can try to use another MemoryPool to see if that helps. See 
https://arrow.apache.org/docs/cpp/env_vars.html#envvar-ARROW_DEFAULT_MEMORY_POOL

GitHub link: 
https://github.com/apache/arrow/discussions/47003#discussioncomment-13716773

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