When you want to describe a situation where something is drawing attention away from the main focus, there are plenty of synonyms you can use for the phrase "detract attention." Examples of synonyms include "divert focus," "shift attention," "distract from," "take away from," "dilute the impact," "detract from the importance," "undermine the significance," and "diminish the prominence." All these words and phrases convey the same message but with slightly different nuances. By using them, you can avoid repetition, add some variety to your writing, and make your sentences more powerful and expressive.