Sopranos filming location - Railroad bridge
In real life, this location is known as: Railroad bridge in Kearny.
It appears in the following episode: intro
This is a railroad bridge crossing the Passaic river, New Jersey 21, and Passaic Ave in Kearny.
The bridge is seen from the NJ 21 traveling north.