I remember sitting in stats courses as an undergrad hearing about why extrapolation was a bad idea. Furthermore, there are a variety of sources online which comment on this. There's also a mention of it here.

Can anyone help me understand why extrapolation is a bad idea? If it is, how is it that forecasting techniques aren't statistically invalid?