How near? There is a small outcropping besdie the footpath down-river from the city, but a little old lady may come and tell you to get off her land...
(so you take the A690 out of Durham. About a mile shy of the motorway, there's a slip road, and just before you cross the A690 there's a car park. Park there, and follow your nose down to the river and downstream)