Taking dummy away?

My daughter will be 3 in December and I want to take her dummy away now. She used to only have it at nap time and bed time but since her sister arrived 10 months ago she’s been more attached to it! If I refuse to give it to her she throws a tantrum and will not stop screaming and crying! Do I just keep being strict and let her scream and cry??