pay through the nose
pay through the nose {v. phr.}, {informal}
To pay at a very high rate; pay too much.
He had wanted experience, but this job seemed like paying through the nose for it.
There was a shortage of cars; if you found one for sale, you had to pay through the nose.
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Source: A Dictionary of American Idioms