GitHub user felipecrv added a comment to the discussion: It is possible to use 
threading libraries to read multiple parquet files in parallel

Memory pools are thread-safe and threading is handled by the memory allocator. 
So if you're using the jemalloc or mimalloc memory pools, these modern 
allocators will have their own thread-local caches and internal pools.

GitHub link: 
https://github.com/apache/arrow/discussions/47091#discussioncomment-13740621

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