This Slang page is designed to explain what the meaning of high roller is. The slang word / phrase / acronym high roller means . Online Slang Dictionary. Define high roller: a rich person who spends a lot of money — high roller in a sentence. a person who gambles or spends large sums of money Meaning, pronunciation, 'corporate jets still ferry in high rollers to the tables of Caesar's Palace'.