We study the dynamics of crude oil price volatility of different horizons.
Volatility dynamics is mapped into a model of kinetic roughening of growing interface.
The intrinsic time volatility and metric of volatility horizons are defined.
Langevin-type equation governing the volatility dynamics is suggested.
The effect of bubbles on volatility dynamics is outlined.