I think this suggestion lacks subtlety. More likely, around the time leading up to Sophia's birthday, you will see more ads for things (maybe even gift idea ads

I think this suggestion lacks subtlety. More likely, around the time leading up to Sophia's birthday, you will see more ads for things (maybe even gift idea ads) that just so happen to be things Sophia would love (at least, according to their data).