Just checked, the bridge is actually called Ponte Luis bridge, it's the double decker one that the trams go over.
If you cross it heading south, there are lots of eateries and drinkeries along the foreshore, a bit cheaper than the northern side, and the Mercado Rio foodhall is a must do 👍