While it does go into your breast milk, fennel is generally considered safe to use while you are breastfeeding. 1﻿ The safest way to take fennel is through food. It is typically well tolerated as an herbal tea, as well. ... If you overdo it, fennel can decrease the milk supply or have other unintended side effects.