corwinjoy commented on issue #39676:
URL: https://github.com/apache/arrow/issues/39676#issuecomment-1899362878

   To your other comments, yes the giant metadata header is the big bottleneck 
for large tables. Once there are a lot of rows and columns it can take 100x 
longer to parse that big header than to read the data (if we are just taking a 
sample). I think this is because the header gets huge, and, parsing the thrift 
data is actually quite slow since it needs to be decoded field by field and 
then recopied. It is probably hard to get the format changed, so my first 
thought was to only read the metadata for the first rowgroup and use this as a 
kind of prototype. But, there may be better approaches although I'm not sure 
what they would be.


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