I can say this with some experience, rich people definitely hire nannies with children, and those children definitely often stay with the rich kids. Rich people get free playmate service for their child, nanny gets to raise their child in a nice environment and their child gets access to a wealthy social network.

It's even a common trope that shows up in literature fairly often.