Exclusively pumping milk

I have started to pump milk exclusively and realised that my nipples are often sore and flaky skin starts to form on the nipples. The skin could be peeled off easily after a shower.... It feels rare and sometimes painful. Any mummies who encounter this? Is it normal? What did you do to soothe the discomfort?