As someone working in advertising, I wonder how many of these apps and advertisers are in violation of COPPA. We have so much annoying code scrubbing so much information from users we suspect or discover to be children.

We really don't want to advertise to children, they're absolutely awful for any meaningful non-impression metric for the advertiser. But there are definitely ad networks that are more than happy to turn a blind eye to serving ads to children.