> Are there any historical reasons why these areas seem more warehousey/industrial.
Because they were exactly that. There used to be a large rail goods station that supplied a number of foundries and engine works in the area. [You can see some of the extent of it in this map from 1936.](https://maps.nls.uk/view/82891794)