Convert to AZW3, everything works beautifully, except send-to-Kindle refuses it.
Convert to MOBI, and the cover art is locked in -- so if you got a MOBI and downloaded replacement covers, it won't embed and you need to reconvert.
AZW3 and EPUB support updating the cover after the fact.
MOBI must be created with the cover art, not applied afterward.