I had a hunch this was the bridge featured in The Wire s2e1, "Ebb Tide". Classic McNulty; a great season opener.
But yeah the short scenes of "that's my f*ing town" and the "they used to make steel there, no?". I know the first one takes place right next to the bridge because they say they are at Fort Armistead. I assume the latter is in much the same place since I thought they are looking across the river at Sparrow's Point.
Aside from great acting and direction, of course.
https://omny.fm/shows/odd-lots/the-1906-dredging-law-that-ma...
Aside from the new story details I caught and the general great acting, I was struck by how the series captured a the technology transition going on at the time. Payphones and typewriters shift to classic feature phones and PCs with CRTs. Then camera phones enter the picture.