Is it possible to runtime edit the terrain in game? I mean a change in the height map, along with corresponding changes in the render and collider to simulate craters from explosions.
No.
You would have to use a third party solution such as this gem:
If a plugin exist, it means it’s possible.
Also Voxel Plugin is doing way much more than what OP is asking for and is quite buggy (when it works).