How do you deal with muscle soreness when starting a new routine?

I stretch before and after a excercise to help. When it's sore I'll try to stretch and massage the area at the same time. But always follow thru the next day! The soreness gets worse if you stop 2nd day then start again the next. You can do it!!!! <3