We use “confuse someone with someone else”. We do not use “confuse someone for someone else”.
I confused Jane with her twin sister Jessica.
I always confuse John with Peter, They look so alike.
Many people use the preposition “for” in this situation but you should use “for” with “mistake”.
I have mistaken you for your twin sister.
“Mistake someone for someone else” is slightly more formal than “confuse someone with someone else”.
Sorry, I thought you were someone else
If you are ever in a situation when you “confuse someone with someone else”, you can use “Sorry, I thought you were someone else” to let the person know that you were confused.
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