DD is 20 months, in our bag we always have 4 nappies, wipes, changemat and cream, then I just add what I need for that day, food, snacks, water, small toys if I need a distraction.
In summer I keep sun hat and sunscreen in there, winter I'll take her jacket and beanie JIC its needed.