The Salzach river is a big part of the city and can be quite pretty. HOWEVER, the part down near the Old Town and Getreidegasse is very loud and crowded and there are busy roads hugging the river on each side.
Keep walking north along the river, towards the train tracks. Then you'll get to the pretty, peaceful part of the river. Around the Mullnersteg pedestrian bridge (you can see this on Google maps).