Between cleansing oil and milk, would oil be better?

I originally mainly used cleansing water, and although there are various types of water,

It seems like the cleaning power is weaker than oil or milk, so I'm thinking of switching.

Looking at it, it seems like you use cleansing oil more often, so I think oil would be better than milk, but

I also think the milk might be a bit milder.

Would oil be a bit better?