It really depends what size oil tank is required and if it purchased new or secondhand. Most new oil tanks come with a warranty. Normally they retail for approximately $1,500.
I would like to guess that a new oil tank would cost well into the millions. However it's very hard for me to say that I truly know the real price. I believe as taxpayers we are lied to based on prices of things.