Bloom tea leaves in the hot water in a large cup. Let sit for 10 minutes. Add milk, rose water syrup, and sugar, adding more sugar for a sweeter drink. Add ice for chilled rose milk tea or serve warm. Divide tapioca pearls into two cups and pour in rose milk tea. Serve.