I have already set it to be 4GB.
Needs["JLink`"]
ReinstallJava[JVMArguments -> "-Xmx4096m"]
However, when exporting a dataset to Excel sheet, I still get the following: 
Very frsutrating after a long wait and still getting this error. My laptop does have 32G of RAM. But is there a way to figure out how much to set in advance (instead of setting to the limit)?
Thanks.
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