gully
Definitions
A deep ditch or channel cut in the earth by running water, especially after a heavy rain.
A narrow, rocky ravine or gorge.
Examples
The heavy rain carved a deep gully into the side of the hill.
We had to steer the jeep carefully to avoid falling into the rocky gully.