After a price, por + a noun with no article usually means per: por kilo, por hora, por noche. You will also hear dos euros el kilo, with the article and no por; it means the same.
With a thing as its object (prices, the music, a coat on a shelf), bajar usually means to lower, turn down or take down. Bajar la escalera is still to go down the stairs.