Borrowed from Old French boiste, whence French boîte (“box”). From Medieval Latin buxida, inflected form derived from Latin buxētum (“boxwood plantation”), from Latin buxus (“boxwood”).
Practice speaking and memorizing "busta" and many other words and sentences in Italian.