Use the adjective amazing to describe something that is so good, it surprises you, like the amazing beauty of the Rocky Mountains or the amazing feats of a truly great athlete.
Amazing, like incredible, awesome, and fabulous, is used so often to describe things that are just really good, you sometimes forget that its real meaning is reserved for things that are especially remarkable. The base word in amazing is amaze, which means "to astound or perplex." So amazing should be reserved for things that do just that.
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