Deeping Stream is a small stream that ran around and through the Helm's Deep area.
It originated from somewhere in the White Mountains and flowed through Helm's Dike around the Hornrock and through a culvert in the Deeping Wall, and from there all the way down Helm's Deep and into the caves.
References
- The Atlas of Middle-earth pgs. 132 & 133