Depends upon the country? I've gone around just prior to the flare as the previous aircraft missed their second or third exit.
Looks like the 3-10-3 section of the U.S. controllers manual requires 2,500'(??).
https://www.faa.gov/documentLibrary/media/Order/ATC.pdf