in Amsterdam they used a drill. Very soft soil, no elevation soever. But underneath a lot of buildings and not always following the streets so Cut and Cover would not have been an option. Most interesting thing: freezing the area (with often wooden foundation poles in it) before drilling through it for stabilization.
http://www.urban-hub.com/landmarks/amsterdam-subway-line-now...